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The Complete ChatGPT, Prompt Engineering Online Course
Welcome to Mammoth Interactive
About Your Team At Mammoth Interactive (0:56)
Tips For Learning Online Effectively (3:10)
Resources
Build your first ChatGPT AI prompts with Prompt Engineering
00.01 Introduction Of The Instructor (2:25)
01.01 What Is Chatgpt (7:50)
01.02 Intro To Prompt Engineering-Prompt Types (8:28)
01.03 Intro To Prompt Engineering-Effective Prompts (8:41)
01B.01 Project Preview (2:04)
01B.02A Simplify Complex Information (8:38)
01B.02B Simplify Complex Information-Other Strategies (8:41)
Source Files
Automate business tasks with ChatGPT Prompt Engineering
02 03 Proofread-Email And Business Proposals (8:39)
02.03 Proofread-More Use Cases (8:24)
02.04 Re-Organize Data-Benefits And First Sample Use Case (6:22)
02.04 Re-Organize Data-Potential Use Cases Case (10:44)
02.05 Work With Spreadsheets-Automating Data Entry (7:46)
02.05 Work With Spreadsheets-Formulas And Other Use Cases (7:31)
Source Files
ChatGPT for Marketing Automation
03. Source Files
03 01 Project Preview (1:23)
03.02 Create Content (4:03)
03.03 Social Media (4:26)
03.04 Write Ad Copy (8:17)
03.05 Write Email Marketing Campaigns (4:55)
03.06 Write An Outreach Message (5:08)
03.07 Copyrighting (4:29)
03.08 Seo (5:09)
03.09 Video Scripts (8:49)
03.10 Generate Text In Your Writing Style (3:25)
ChatGPT Prompts for Research, Copywriting and Career Prep
04 01 Project Preview (1:51)
04.02 Research-Chatgpt Usecase And Benefits (7:05)
04.02 Research-More Examples And Explanation (7:49)
04.03 Write An Article-Add Role To Chatgpt (7:17)
04.03 Write An Article-Generate High Quality Content (8:02)
04.04 Check Plagiarism (10:56)
04.05 Prepare For Job Opportunities-Cv And Cover Letter (8:28)
04.05 Prepare For Job Opportunities-Interview Questions, Connection And Task Generator (8:36)
04. Source Files
Automate Coding with ChatGPT Prompts
05 01 Project Preview (2:33)
05.02 Generate Code-Javascript And Python Code Snippets (9:26)
05.02 Generate Code-Stylesheet, Html, C++ And Conversion (9:20)
05.03 Build Algorithms-Algorithm To Pseudocode (4:03)
05.03 Build Algorithms-Realworld Use Cases (8:11)
05.04 Debug-Python Use Case (6:51)
05.04 Debug-React, Api, Javascript, Html And Css (6:56)
05.05 Write Code Documentation (9:51)
05.06 Use Chatgpt As A Linux Terminal (8:32)
05.07 Use Chatgpt As A Unix Terminal (9:08)
05.08 Use Chatgpt As A Microsoft Dos Terminal (5:28)
05.09 Use Chatgpt To Suggest Uxui Designs (8:10)
05.10 Use Chatgpt To Suggest Cybersecurity Solutions (10:05)
05. Source Files
Predict stock performance with ChatGPT
01b Source Files
01.01 Course Requirement_1 (3:20)
02 01 Project Preview_1 (2:03)
02 02A Analyze Financial Statements Of Stock (9:00)
02 02B Financial Ratio And Trend Analysis (4:25)
02 03 Balance Sheet, Income Statement And Cash Flow Statement (9:00)
02 04 Loopholes And Weaknesses In Stock Financials (8:39)
02 05 Analyze Historical Stock Performance (11:16)
02 06 Predict Stock Performance (5:08)
Stock Analysis with ChatGPT
02 08 Industry Analysis (7:48)
02 07 Market Share_1 (5:31)
02 09 Management Team Analysis (8:25)
02 10 Analyze Stock Risks (6:56)
02 11 Valuation (8:11)
02 12 Explain Business Model Of A Company (6:24)
02 13 Perform A Swot Analysis (8:16)
02 14 Summarize A Company’S Earnings Report Calls (6:55)
02 15 Evaluate A Company’S Esg Credentials (4:39)
02 Source Files
Build an Investment Plan with ChatGPT
03 01 Project Preview (0:48)
03 02A Invest Short Term (6:22)
03 02B Implementing Your Short-Term Investment Strategy (8:06)
03 03A Invest Long Term (5:58)
03 03B Analyzing The Results (7:27)
03 04A Using Chatgpt To Assess Your Risk Tolerance (7:32)
03 04B Customized Investment Recommendations Based On Individual Financial Goals And Risk Tolerance (5:26)
03 04C Implementing Your Customized Investment Plan (8:47)
Source Files
Stock Market Prediction and Risk Analysis with ChatGPT
04 01 Project Preview (1:25)
04.02A Recent Past Stock Market State (7:44)
04.02B Analyzing Past Trends And Economic Events (9:24)
04.03A Present Stock Market State (6:29)
04.04A Future Stock Market State (8:12)
04.04B Insights On Macroeconomic Factors (7:09)
05 01 Project Preview_1 (2:22)
05.02 Analyze Credit Scores (7:56)
05.03 Assess Loan Applicant Risk (7:35)
Source Files
Trading Strategies, Sentiment Analysis and Fraud Detection with ChatGPT
06.02A Pick Stocks With Company Evaluation (6:00)
06.03A Build A Trading Strategy (8:54)
06.03B Test Trading Hypthothesis (8:29)
07 01 Project Preview_1 (1:03)
07.02 Chatgpt And Sentiment Analysis (8:52)
07.03 Analyzing Sentiments On Social Media Posts- (8:45)
08 01 Project Preview_1 (1:03)
08.02A Fraud Detection With Chatgpt (7:37)
08.02B Detecting Exploitation Prone Weaknesses (8:01)
08.03A Red Flags And Anomaly Detection (6:07)
08.03B Anomaly Detection Techniques (8:01)
Conclusion (2:20)
Source File
Introduction to ChatGPT 4 Prompts for Marketing
01 Setting Up Your Chatgpt Account - A Step-By-Step Guide (6:04)
02 Tips For Getting The Best Responses From Chatgpt (9:55)
03 Building A Marketing Campaign Content Calendar With Chatgpt (10:34)
03b The Importance Of Identifying Your Target Audience_1 (3:08)
03c Using Chatgpt For Target Audience Research And Assessment (11:54)
Source Files
Build Social Media and Blog Posts with ChatGPT 4 Prompts
02 Exploring Social Media Marketing And Automation (5:59)
01 Project Preview (1:21)
03 Generating Social Media Posts (10:38)
04 Social Media Automation Tool - Socialbee - -Bonus- (6:40)
05 Automating Social Media Post Scheduling - -Bonus- (8:26)
06 Automating Social Media Reposting - -Bonus- (8:28)
07 Configuring Your Social Media Automation Timetable – -Bonus- (4:00)
08 Project Preview (1:11)
09 Generate Optimized Keywords And Blog Headlines (7:39)
10 Building An Seo-Enhanced Blog Post Quickly (10:07)
Source Files
03 Build Emails, Ads and Videos with ChatGPT 4 Prompt Engineering
01 Introduction To Email Marketing And Its Significance_1 (3:37)
02 Building Effective Email Sequences (7:27)
03 Crafting Sales Page Copy (8:05)
04 Project Preview (1:07)
05 Producing Facebook Ads (10:00)
06 Generating Google Ads (9:44)
07 Generate Ads For Instagram And Twitter (7:36)
08 Project Preview (1:09)
09 Generating Unlimited Video Concepts (10:33)
10 Crafting A Full Youtube Video Script (10:00)
11 Youtube Seo Strategies (8:54)
Source Files
New section
01 Project Preview (1:26)
02 Guides To Building Effective Marketing Funnels (4:01)
03 Defining Your Buyer Persona (9:38)
04 Generating A Lead Magnet (8:57)
05 Building Landing Page And Social Media Copy (9:02)
06 Composing A Comprehensive Email Sequence For Your Funnel (4:49)
07 Review Analysis And Optimization Of Products And Services (7:24)
Source Files
05 Web Development, Branding and eCommerce with ChatGPT 4
01 Project Preview (1:57)
02 Homepage, About Us, And Contact Us Page Copy (10:14)
03 Generate Meta Title And Descriptions (4:58)
04 Website Development With Chatgpt Crash Course (25:32)
05 Project Preview (1:10)
06 Creating Product And Business Names (7:52)
07 Developing Professional Taglines And Slogans For Your Brand (7:32)
08 Writing Product Descriptions For Your Online Store (4:46)
09 Building Faq’S For Services Or Products (4:54)
10 Conclusion (2:08)
Bonus - Tips And Tricks (7:43)
Source Files
ChatGPT for C-Level Communications
01 Course Requirements (1:48)
02 What Is Chatgpt And Its Role With C-Level Management (1:35)
03 Overview Of Limitations And Capabilities (2:30)
04 Project Preview (1:43)
05 Drafting And Editing Business Content (13:36)
06 Branstorming Content Ideas (12:08)
07 Text Translation (13:39)
Source files
ChatGPT for Data Analysis and Task Management
01 Project Preview (1:20)
02 Code Writing And Debugging (14:25)
03 Data Analysis And Summarization From Lower-Level Management (12:17)
04 Project Preview (1:49)
05 Generating Work Schedules (17:13)
06 Preparing For Interviews (17:34)
07 Task Delegation With Chatgpt (17:13)
Source file
ChatGPT Effective Tips and Tricks
01 Project Preview (1:14)
02 Writing Clear And Specific Prompts (6:47)
03A Privacy Considerations (11:25)
03B Things To Look At When Working With Chatgpt (9:50)
04 How To Provide Feedback For Continuous Learning (8:54)
Conclusion (2:58)
Tips And Tricks (10:11)
Source files
Automate Excel with ChatGPT
01 01 Course Requirement (2:31)
02 01 Project Preview (1:36)
02.02A Set Up Excel Spreadsheet With Gpt Add-In (8:37)
02.02B Excel With Chatgpt (4:51)
02.03 Write Excel Formulas With Chatgpt (9:39)
02.04 Use Chatgpt Formulas In Excel (16:18)
Source Files
Build Investment Dashboard with ChatGPT and Excel
01 Project Preview (1:27)
02A Set Up Dashboard (7:51)
02B Set Up Data (7:11)
03A Use Chatgpt And Excel To Build An Investment Dashboard (11:37)
03B Generate More Formulas For Excel (11:34)
03C Placing Data On Dashboard (10:30)
Source Files
Sales Automation with ChatGPT and Excel
01 Project Preview (2:10)
02A Project Setup - Product Worksheet (11:59)
02B Setup Sales And Summary Sheet (9:22)
03A Build Advanced Chatgpt Excel Project (13:00)
03B Automating Product Name And Price Data (13:11)
03C Completing Sales Sheet Automation With Chatgpt (9:32)
03D Building Sales Overview Dashboard (8:37)
03E Refining The Pos System (11:14)
source files
Automate Business Writing with ChatGPT
01 Project Preview (2:18)
02 Meeting Agendas And Minutes (10:25)
03 Write A Business Proposal (11:18)
04 Build A Business Report (11:12)
05 Build A Business Plan (10:35)
06 Build A Business Performance Appraisal (10:39)
07 Build A Business Presentation (12:40)
08 Summarize Business Documents (11:44)
09 Write Job Descriptions (8:33)
10 Build White Papers (9:38)
11 Build Employee Handbooks (8:44)
12 Build Business Manuals (9:24)
Source files
Automate Social Media Business with ChatGPT
01 Project Preview (1:16)
02 Set Up Project (8:06)
03A Advanced Chatgpt 4 Business Project (10:10)
03B Chatgpt And Social Bee Side By Side (10:16)
03C Finishing Touches (12:26)
Source files
01 ChatGPT for Sales Best Practices
01 01 Course Requirements_1 (1:38)
01.02 Understanding Chatgpt (2:34)
01.03 The Role Of Ai In Sales And Lead Generation (1:53)
01.04. Overview Of How Chatgpt Can Improve Outreach Strategy (1:34)
02 01 Project Preview (1:11)
02.02 How To Make Specific Asks (16:07)
02.03 Defining Terms For Chatgpt (3:15)
02.04 Understanding And Setting The Right Tone For Your Messages (13:05)
02.05 The Limitations Of Ai In Sales And Lead Generation (12:45)
02.06 How To Utilize Chatgpt Effectively While Being Aware Of Its Limitations (16:09)
02.07 The Importance Of Checking And Editing Ai Output (6:15)
Source files
02 ChatGPT for Outreach Strategy
03 01 Project Preview (1:18)
03.02 Defining Your Audience For Effective Outreach (19:40)
03.03 Using Chatgpt To Discover Audience Pain Points And How Your Product Solves Them (11:47)
03.04 Identifying Common Objections And Questions With Chatgpt (18:56)
03.05 Generating Cold Call Scripts, Elevator Pitches, And Battle Cards For Discovery Calls (15:16)
Source files
ChatGPT for Lead Generation
04 01 Project Preview_1 (1:31)
04.02 Using Chatgpt To Generate Content Ideas For Nurturing Leads Through The Sales Funnel (19:10)
04.03 Sales Flow, Linked And Chatgpt (17:26)
Source files
04 Improve LinkedIn Sales with ChatGPT
05 01 Project Preview (0:59)
05.02 Understanding The Importance Of Linkedin For B2b Sales3 (3:04)
05.03A How To Use Chatgpt To Enhance Your Linkedin Sales Strategy (6:56)
05.03B Chatgpt And Linkedin Usecases (13:17)
05.03C Handling Lead Response With Chatgpt (6:48)
05.04 Best Practices For Using Chatgpt With Linkedin Message Templates For Higher Conversions- (8:36)
Source files
05 ChatGPT for Sales Role Play
06 01 Project Preview_1 (1:33)
06.02A Using Roleplay To Anticipate Pain Points And Objections (5:13)
06.02B Conversational Role Play (15:14)
06.03A Advance Techniques For Utilizing Chatgpt In Sales (9:55)
06.03B Advance Tips For Brainstorming And Analyzing Pain Points (10:25)
06.03C Secret Prompts For Better Response (18:16)
07 01 Privacy Considerations (19:27)
07.02 Feedbacks For Continuous Learning (5:21)
New section
1 1 Course Requirement_1 (1:34)
02.01.Project Preview (0:57)
02.02. Sales Key Perfomance Indicators (Kpis) (10:16)
02.03.Measuring Salesperson Performance Using Kpis (5:48)
02.04.Marketing And Financial Kpis (6:49)
02.05.Customer-Related Kpis (10:20)
03.01.Project Preview (0:38)
03.02.Case Study Involving Kpis (3:09)
03.03. Joining Data Tables In Excel (7:28)
03.04.Cleaning Data Using Filters In Excel (5:19)
03.05.Determining Lead Conversion Time (7:18)
Source files
Sales Data Analysis and Visualization in Excel with ChatGPT
04.01. Project Preview_1 (1:19)
04.02. Aggregating Data By Regions, Categories, And Time Dimension (6:25)
04.03.Evaluating Salesperson Performance (13:59)
05.01. Project Preview (1:18)
05.02.Creating Charts To Visualize Sales Data (8:08)
05.03.Charting Region-Wise Percentage Contribution (6:22)
05.04.Charting Category-Wise Average Order Value (5:47)
05.05.Analyzing Lead Generation Trends (7:54)
05.06.Analyzing Salesperson Performance (6:26)
05.07.Building A Sales Dashboard (6:22)
05.08. Additional Charts For Sales Modeling (8:33)
Source files
Sales Modeling in Excel with ChatGPT
06.01.Project Preview_1 (1:33)
06.02.Building The Whale Model (6:47)
06.03.Lead Segmentation Using Decision Trees (6:53)
06.04.Excel Preparation For Analysis (6:52)
06.05.Case Study On Lead Segmentation (5:05)
06.06.Building A Model In Excel (9:38)
06.07.Interpreting Results From Tree Nodes (5:25)
06.08.Interpreting Results Based On Classification Criteria (5:23)
06.09.Drawing Inferences From Model Results (5:30)
06.10.Making Predictions Using The Trained Model (3:19)
06.11.Advanced Customization Options For Models (4:37)
07.01.Project Preview (1:05)
07.02.Market Basket Analysis For Cross-Selling Opportunities (6:27)
07.03.Predicting Values Using The Trained Model (11:01)
Source file
Sales Forecasting with Machine Learning in Excel with ChatGPT
08.01.Project Preview_1 (3:11)
08.02.Modeling Trends And Seasonality (10:03)
08.03.Additive And Multiplicative Time Series Models (9:30)
08.04.Linear Regression Model For Sales Forecasting (7:43)
08.05.Preprocessing Data For Regression (12:14)
08.06.Building A Linear Regression Model (8:27)
08.07.Predicting Values Using The Trained Model (8:26)
08.08.Using Xlstat For Forecasting (7:56)
09.01.Project Preview (1:52)
09.02.Building A Logistic Regression Model For Churn Prediction (12:17)
09.03.Predicting Churn Probability Using The Trained Model (11:05)
09.04.Evaluating Model Accuracy Using A Confusion Matrix (12:28)
Source file
LV 2 Build Apps with ChatGPT
00. Introduction (4:42)
01. Intro To Python (5:46)
Introduction to Python
01.01 What Is Google Colab (4:24)
01.02 What If I Get Errors (2:40)
01.03 How Do I Terminate A Session (2:40)
02. Variables (19:17)
03. Type Conversion Examples (10:04)
04. Operators (7:04)
05. Operators Examples (21:52)
06. Collections (8:23)
07. Lists (11:38)
08. Multidimensional List Examples (8:05)
09. Tuples Examples (8:34)
10. Dictionaries Examples (14:24)
11. Ranges Examples (8:30)
12. Conditionals (6:41)
13. If Statement Examples (10:16)
14. If Statement Variants Examples (11:18)
15. Loops (7:00)
16. While Loops Examples (11:30)
17. For Loops Examples (11:18)
18. Functions (7:47)
19. Functions Examples (9:16)
20. Parameters And Return Values Examples (13:46)
21. Classes And Objects (11:13)
22. Classes Example (13:11)
23. Objects Examples (9:54)
24. Inheritance Examples (17:26)
25. Static Members Example (11:03)
26. Summary And Outro (4:06)
Source code
01 Build AI Applications with OpenAI Vision and Whisper
00A Project Preview - Build Image Captioning App With OpenAI Vision (2:25)
00B Introduction To OpenAI GPT Vision 4 (9:23)
01 GPT Vision 4 Image Captioning With OpenAI API (10:38)
02 Build User Interface For Image Captioning App (8:30)
Resources
Build image classification app with OpenAI Vision
00 Project Preview - Image Classification App With Openai Vision (1:49)
01 Binary Image Classification With Openai Vision (11:13)
02 Send Request To Openai (4:26)
03 Build User Interface For Image Classification App (6:21)
Resources
Generate Subtitles with OpenAI
01 Set Up Transcribing Project (2:25)
02 Transcribe Video With Openai Whisper Api (2:22)
Resources
Master OpenAI with GPT Assistants, Function Calling and JSON Mode
00 Project Preview - Build Gpt For Gpt Store (1:24)
00 What Are Gpt Assistants From Openai (9:14)
01 Build Gpt Assistant With Chatgpt Editor (12:22)
Resources
Build GPT Assistant with OpenAI API
01 Build Gpt Assistant With Openai Api (6:09)
02 Add Message To Thread (3:58)
Resources
Build GPT Assistant to Answer Questions about File
01 Build File For Openai Assistant Api (2:55)
00 Project Preview - Gpt Assistant To Answer Questions About File (1:49)
02 Build Gpt Assistant With File (3:44)
03 Build Gpt Assistant Thread With File (6:26)
Resources
Generate data with OpenAI JSON mode
00 Project Preview - Generate Data With Openai Json (0:56)
01 Generate Data With Openai Json Mode (8:38)
Resources
Call function upon user query with OpenAI
02 Define Functions To Trigger On Openai Response (8:01)
01 Define Messages To Openai (4:36)
03 Call Function Upon User Query With Openai (8:33)
04 Build Multiple Functions For Openai To Choose (3:14)
Resources
Extracting information from input in structured manner
01 Set Up Messages For Openai (5:14)
02 Create Functions For When Openai Replies (5:33)
03 Take Action When Openai Responds (5:26)
Resources
Build Youtube video summarizer app
01 Generate Youtube Transcript With Python (6:18)
00 Project Preview - Youtube Video Summarizer App (1:20)
02 Summarize Youtube Transcript With Openai (6:12)
03 Build User Interface For Youtube Summarizer App (6:27)
Resources
Video analysis with OpenAI's Vision Model
00 Project Preview - Ai Video Voiceover Generator App (2:25)
01 Encode Video For Openai Api (8:14)
02 Describe Video With Openai Api (5:02)
03 Generate Video Voiceover Script With Openai (5:21)
04 Generate Mp3 Audio From Script With Openai Speech (6:31)
05 Combine Video And Audio With Python (6:03)
06 Build User Interface For Ai Video Narration App (6:25)
07 Generate Voiceover Upon Video Submission (8:48)
Resources
04 Build a Screenshot to Code OpenAI Python App
01 Buid System And User Prompts To Openai Vision (9:23)
02 Send Image To Openai Vision (7:05)
Resources
09 Improve web clone results with prompt engineering
01 Improve Web Clone Results With Prompt Engineering (9:46)
02 Generate Webpage Bootstrap Styling With Openai (13:02)
03 Generate Image Placeholders With Openai (6:40)
Resources
10 Generate replacement images with DALL-E
02 Generate Replacement Image With Dall-E (6:46)
01 Scrape Image Tags From Webpage (4:55)
03 Generate Replacements For All Placeholders (6:43)
Resources
11 Replace placeholders in webpage with generated images
02 Resize Html Images With Python (6:04)
01 Replace Placeholders In Webpage With Generated Images (7:52)
Resources
Run and Customize Ollama Local Large Language Models
01 Run And Chat With Llama 2 In Command Line (2:57)
02 Write Code With Code Llama (3:45)
03 Run Uncensored Llm Model With Ollama (3:55)
Resources
Customize Ollama Models
02 Customize Sentiment Analyzer With Template (4:31)
01 Build More Creative Ollama Llm With Higher Temperature (4:07)
03 Customize Model With Reusable System Prompt (3:26)
04 Customize Model With Template (5:37)
05 List And Delete Custom Ollama Models (1:10)
Resources
Customize Ollama Model for Sentiment Analysis
02 Customize Ollama Model With More Parameters (4:51)
01 Pull Orca Model For Enhanced Reasoning (5:35)
Resources
Automate Coding with ChatGPT Prompts
01 Project Preview (2:33)
02 Generate Code-Javascript And Python Code Snippets (9:26)
02B Generate Code-Stylesheet, Html, C++ And Conversion (9:20)
03 Build Algorithms-Algorithm To Pseudocode (4:03)
03B Build Algorithms-Realworld Use Cases (8:11)
04 Debug-React, API, Javascript, HTML And CSS (6:56)
04B Debug-Python Use Case (6:51)
05 Write Code Documentation (9:51)
06 Use Chatgpt As A Linux Terminal (8:32)
07 Use Chatgpt As A Unix Terminal (9:08)
08 Use Chatgpt As A Microsoft Dos Terminal (5:28)
09 Use Chatgpt To Suggest Uxui Designs (8:10)
10 Use Chatgpt To Suggest Cybersecurity Solutions (10:05)
Source Files
ChatGPT Prompts and Best Practices for Python Coders
1 Introduction & Role Of Prompts In Chatgpt Conversations (8:14)
2. Benefits Of Clear Prompts (4:23)
3. Examples Of Good And Bad Prompts (11:18)
4. The 4-Step Approach To Write The Best Prompts Part 1 (6:57)
5. The 4-Step Approach To Write The Best Prompts Part 2 (5:37)
6. Example Python Prompts (14:40)
07. Unit Testing Any Python App (20:28)
Source Code
02 Build Python Projects with OpenAI
1 Initial installation and configuration (7:02)
00 Requirements
2. Benefits of clear prompts (7:02)
2B. Making A Simple Chat Bot App (12:36)
3. Image Generation Using Python And Chatgpt (11:35)
4.1. Transcribing Speech To Text (8:46)
4.2. Translating Speech To English (6:42)
Source Code
03 Build a ChatGPT Clone with Python Custom UI
00 Requirements
1. Introduction And Demo (2:31)
2. Backend Of The Chat Bot (10:20)
3. Frontend Of The Chat Bot (18:20)
4. Troubleshooting And Testing (9:06)
Source files
04 Build a ChatGPT Chrome Extension with Python
00 Requirements
1 Introduction And Project Setup (6:18)
2. Setting Up The Configuration Files (9:26)
3. Completing The Front End Of The Extension (11:22)
4. Completing The Backend Of The Extension (20:35)
5. Testing And Troubleshooting (11:13)
Source Code
05 Build AI Web Apps with ChatGPT and Python
2. Coding The Backend Of The App (18:16)
1 Introduction And Project Setup (5:04)
3. Coding The Frontend Of The App (21:47)
4. Testing And Troubleshooting The App (4:34)
Source Code
Automate Power BI DAX and M with ChatGPT
02 Copy Data Into Power Bi And Generate A Query (10:34)
01 Generate Employee Dataset With Chatgpt (4:50)
03 Calculate Employee Tenure With Power Query (10:39)
04 Filter Out Terminated Employees With Power Query (11:31)
Source
Generate queries to analyze employee performance
02 Categorize Performance With Power Query (5:49)
01 Filter By Performance Rating With Power Query_1 (7:12)
03 Compare Employee Performance With Location And Education (14:57)
04 Find Top Performing Employees With Power Query (10:26)
05 Calculate Performance For Age Groups (5:35)
Source
Generate DAX queries with ChatGPT for Power BI
01 Generate Simple Dax Queries With Chatgpt For Power Bi (8:02)
02 Count Rows By Category With Dax (11:27)
Source
Build DAX queries to generate tables with ChatGPT
01 Build Dax Queries To Generate Tables With Chatgpt (4:49)
02 Group Employees With Dax Queries (3:30)
Source
Build visualizations in Power BI with ChatGPT
01 Build Visualizations In Power Bi With Chatgpt (6:58)
Source files
Automate Python Data Visualization in Power BI with ChatGPT
01 Generate Credit Card Data With Chatgpt (7:07)
00 Project Preview - Python Data Visualization In Power Bi With Chatgpt (3:54)
02 Detect Anomalies With Z-Score In Python (18:39)
Source
Visualize data with Python in Power BI
02 Visualize Trend Of Transaction Amounts Over Time (18:25)
01 Visualize Transaction Amount For Each Merchant (6:55)
03 Show Pie Distribution Of Transaction Amounts By Category (8:48)
04 Show Histogram Distribution Of Transaction Amounts (2:11)
Source
Visualize data across categories with ChatGPT
02 Show Amount For Each Period By Category (7:14)
01 Compare Amounts Across Categories With Box Plot (4:23)
03 Visualize Transaction Amounts For Each Merchant (14:00)
04 Build A Word Cloud For Product Names (5:07)
Source
Automate Python Machine Learning with ChatGPT
Python Machine Learning Preview (36:01)
00 Project Preview - Python Machine Learning With Chatgpt (2:03)
01 What Kinds Of Machine Learning Can I Do On This Data (2:16)
02 Build A Linear Regression Model For Credit Card Dataset (8:35)
02B Visualize Linear Regression Training With Gif (10:43)
03 Logistic Regression With Confusion Matrix And Scatter Plot (14:26)
Source
Build tree machine learning models with ChatGPT
01 Build Decision Tree Model For Credit Card Dataset_1 (8:03)
02 Build A Random Forest Model With Bar Plot (4:17)
Source
Build advanced models with ChatGPT and Python
01 Build Svm Scatter Plot With Chatgpt (21:28)
02 Build Gradient Boosting With A Bar Chart (14:22)
Source
Automate Excel Data Manipulation with Python and ChatGPT
01 Algorithms To Handle Missing Data (5:13)
02 Generate Excel Data With Missing Data In Python And Chatgpt (3:22)
03 Fill In Missing Excel Data With Python Imputation And Chatgpt (3:51)
04 Delete Missing Excel Data With Python And Chatgpt (5:03)
05 Fill In Missing Data With Knn Imputation (5:24)
Source
Categorical data manipulation with Python and ChatGPT
01 What Is Data Encoding (5:36)
02 Perform Excel Data Encoding With Python And Chatgpt (7:18)
03 Choose Data Encoding Technique (3:01)
Source
Statistics for data science with Python and ChatGPT
01 What Is Statistics For Data Science (3:31)
02 Levels Of Data Measurement (3:58)
03 Generate Different Types Of Data With Chatgpt (10:02)
Source
How to measure data
02 Measures Of Variability In Data (4:09)
01 Measures Of Central Tendency In Data (5:00)
03 What Is Skewness In Data Science (3:38)
04 Generate Skewed Datasets With Chatgpt (7:44)
05 What Are Covariance And Correlation Data Measurements (2:37)
06 Measure Covariance And Correlation Of Dataset With Chatgpt (6:50)
Source
Automate Data Distribution Visualization with ChatGPT and Python
02 Calculate Probability Distribution Functions Of A Dataset With Chatgpt (5:22)
01 What Are Probability Distribution Functions In Data Science_ (4:39)
Source
Normal Probability Distribution with Python and ChatGPT
01 What Is Normal Probability Distribution (4:14)
02 Calculate Pdf Of Normal Distribution Dataset (5:35)
03 What Is The Central Limit Theorem (2:45)
Source
Binomial Probability Distribution with Python and ChatGPT
01 What Is Binomial Probability Distribution (2:52)
02 Calculate Pdf Of Binomial Distribution Dataset (10:50)
Source
Poisson Probability Distribution with Python and ChatGPT
01 What Is Poisson Probability Distribution (2:42)
02 Visualize Poisson Distribution With Chatgpt And Python (2:31)
Source Files
Uniform Probability Distribution with Python and ChatGPT
02 Visualize Uniform Distribution With Chatgpt And Python (3:55)
01 What Is Uniform Probability Distribution (2:36)
Source Files
Bernoulli Probability Distribution with Python and ChatGPT
01 What Is Bernoulli Probability Distribution (2:37)
02 Visualize Bernoulli Distribution With Chatgpt And Python (6:43)
Source Files
Build coding and data science AI apps with OpenAI Python API
01 Openai Api Models To Work With (2:53)
02 How Openai Api Works (2:09)
03 Adjust Openai Api Model Parameters (7:58)
04 Use Openai Api To Answer Questions Like Chatgtp (10:19)
05 Correct Grammar With Openai Api (3:30)
06 Summarize And Simplify Text With Openai Api (4:03)
07 Translate Text With Openai Api (3:04)
08 Generate Code With Openai Api (7:11)
09 Explain Code With Openai Api (5:24)
10 Calculate Time Complexity With Openai Api (3:40)
11 Translate Programming Languages With OpenAI API (4:24)
12 Fix Bugs In Code With Openai Api (3:19)
13 Generate Sql Queries With Openai Py (5:15)
14 Build Structured Table Data From Long Form Text (4:29)
15 Classify Items Into Categories With Openai Api (4:50)
16 Generate Spreadsheets And Lists With Chatgpt Openai Api (5:46)
Source files
Automate marketing and copywriting with ChatGPT API Python
01 Convert Notes To Summary With Openai Api (5:40)
02 Add Emotional Sentiment To Text With Openai Models (9:40)
03 Generate Questions On A Topic With Gpt Turbo (9:26)
04 Generate Text Conversation With Chatgpt Api (5:19)
05 Classify Text Emotion Sentiment With Chatgpt Models (5:09)
06 Extract Keywords From Text With Chatgpt Api (4:31)
07 Convert Product Description To Ad With Chatgpt Python (3:57)
08 Generate Product Names With Chatgpt In Python (4:04)
09 Extract Information From Text With Chatgpt Api (2:57)
Source files
Customize OpenAI machine learning with Python web scraping data
02 Scrape Hyperlinks From Url Webpage With Python (4:09)
01 Build Html Parser With Python (4:31)
03 Filter Out Urls Not Part Of Domain (7:03)
04 Save Web Content To Files With Python (10:07)
05 Convert Text To Csv With Python (6:36)
06 Remove Whitespace And Lines From Text With Python (4:58)
07 Tokenize Text With Python For Machine Learning Models (2:50)
08 Split Long Lines With Python (4:11)
09 Split Pandas Dataframe Into Sections With Python (7:19)
10 Embed Text For Machine Learning With Openai Api (8:05)
11 Embed Question With Python (5:48)
12 Answer Questions About Your Data With Customized Openai Model (10:36)
Source files
01 Build and Style a Website with ChatGPT, React, JS and CSS
01. Short Demo - Introduction To The Course (2:25)
02. Project Setup (16:38)
03. Css With Chatgpt Part 1 (27:38)
04. Css With Chatgpt - Part Two (20:52)
Source Files
02 Build eCommerce Website with ChatGPT and React JS
05. Styling The Product-Info Page (24:47)
06. Links, Burger Menu And Filters (16:16)
02 Source Files
03 Build Website Shopping Cart with ChatGPT and React JS
07. Implementing The Shopping Cart - Part One (16:54)
08. Implementing The Shopping Cart Part Two (10:30)
09. Total Price And Shipping Calculations (24:13)
10. Checkout Page (18:43)
03 Source Files
04 Web Development with ChatGPT and React JS
11. Styling The Site Pt1 (15:51)
12. Styling The Site Pt2 (17:25)
13. Legacy Pages (23:06)
04 Source Files
05 Build Login Page with ChatGPT and React JS
14. Login Register Dashboard (25:55)
15. Local Storage For User Info (20:34)
05 Source Files
LV 3 ChatGPT for Game Development
00 Course Overview - Godot All Ages (3:45)
01 What Is Coding (2:54)
02 What Is Game Development (6:28)
Source Files
Introduction to Godot Game Development
01 What Is Godot Game Engine (4:49)
02 What Can You Build With Godot (2:27)
03 What You-ll Need - Godot All Ages (1:21)
04 How To Install Godot (3:08)
Source Files
Build a New Godot Project
01 Build A New Godot Project (1:51)
Source Files
Navigate the Godot Editor
01 Navigate Godot-s Main Menu (5:10)
02 Navigate Godot-s Scene Window (2:56)
03 Navigate Godot-s File System (1:37)
04 Navigate Godot-s Viewport_1 (7:17)
05 Navigate Godot-s Inspector And Node Windows- (2:42)
Source files
How to build a game in Godot
01 What Are Nodes And Scenes (3:17)
02 What Is A Mesh (1:12)
03 How Collision Works In Godot (7:05)
Source files
Build a 2D game with Godot
01 Build A Player Scene (9:06)
Source Files
06a Enable player input controls
00 How Player Input Works (1:25)
01 Enable Player Input Controls (5:27)
Source files
06b Build your first visual script
01 What Is A Visual Script In Godot (4:39)
01B What Is A Variable (1:44)
01C What Is A Function (3:56)
02 Override Physics Process Function With Godot Visual Scripting (9:40)
Source files
06c Code player movement with visual scripting
01 What Are Data Types (2:17)
02 What Is A Conditional If Statement (2:57)
03 Move Player To The Right (10:30)
04 Build 4 Directions Of Player Movement With Godot Visual Scripting (9:02)
Source Files
07a Build collectible item
01B Tree Order And The Ready Function In Godot (2:30)
01A Build A Collectible Item Scene (6:17)
01C Instancing And Instantiating (2:19)
01D What Is A Packedscene And Preload Scene In Godot (1:49)
02 Spawn Food Upon New Game With Godot Vs (9:49)
Source files
07b Build randomly spawning collectible items
02 What Are Loops (4:07)
03 Spawn Multiple Food Items (8:13)
04 Randomize Position Of Spawned Object (8:55)
Source Files
08 Handle collisions with Godot visual scripting
00 What Are Godot Signals (1:46)
01 Handle Collisions Between Player And Food (6:10)
02 Move Items To Random Position (8:15)
03 Increase Player Size With Visual Scripting (5:17)
04 Increment Player Size Upon Collision (7:43)
Source Files
09 Build random enemy obstacles
02 Spawn Enemies Randomly With Visual Scripting (16:19)
01 Build Enemy Scene With Image Texture (6:38)
03 Decrease Player Size Upon Enemy Collision (9:53)
Source Files
10 Build game over screen
02 Check If Player Is Too Small (7:33)
01 Build Game Over Screen (6:56)
03 Load Game Over Scene When Player Dies (5:35)
04 Overlay Ui Scene On Top Of Game Scene (4:15)
05 Build Restart Game Button (4:27)
06 Restart Game Upon Button Press (5:53)
Source Files
11 Set node colors randomly
01 Build Colors Array (4:14)
00 What Are Arrays (1:57)
01 Where To Go From Here (3:44)
02 Set Texture Of Player With Visual Scripting (5:59)
03 Randomly Select Element From Array (5:19)
04 Randomize Colors Of Food (4:36)
05 Pop And Append Textures To Array (2:16)
06 Check Texture Equality Of Nodes (9:17)
Source files
ChatGPT for Godot Game Developers
00 Project preview - Build AI Chat in Godot 4 with ChatGPT (3:33)
01 Build AI Chat in Godot 4 with ChatGPT
01 Build chat user interface in Godot 4 (7:18)
02 Connect Godot UI to script (5:27)
03 Send HTTP request to OpenAI API (10:16)
Source Files
02 ChatGPT Prompt Engineering for Godot Developers
01 Write GDScript code with ChatGPT (4:50)
02 Debug GDScript with ChatGPT (5:06)
03 Explain code with ChatGPT (5:02)
04 Plan software structure with ChatGPT (4:45)
05 Generate different game genres with ChatGPT (7:06)
Source files
03 Generate content with ChatGPT for Godot game developers
01 Generate interview questions with ChatGPT (3:44)
02 Generate video game ideas with ChatGPT (2:48)
Source files
Introduction to Unity Game Development
01-00 Install Unity And A Code Editor (4:06)
01-01 Build A New Unity Project (2:24)
02-01 Use The Hierarchy And Scene (5:38)
02-02 Use The Inspector (4:02)
02-03 Use The Assets And Console (1:58)
02-04 How To Debug (5:54)
03-01 Build A Cube (3:52)
03-02 Build Materials And Color (4:15)
03-03 Build A Semi-Transparent Object (3:33)
03-04 Build A Plane (5:02)
03-05 Build Game Lighting (6:22)
04-01 Build Particle Systems And Effects (8:08)
04-02 Apply Physics To Your World (4:58)
05-01 Build A C- Script (5:27)
05-02 Build Variables To Store Data (7:50)
05-03 Build Methods To Perform Tasks (9:28)
05-04 Build A Custom Method (8:26)
05-05 Build If Statements To Make Conditions (6:36)
05-06 Build Else Statements To Handle Conditions (5:13)
05-07 Build Loops To Repeat Actions (11:07)
05-08 Spawn Objects At Random Locations (5:19)
05-09 Build A While Loop (6:26)
Source files
Build ChatGPT AI in Unity
01 Introduction - Url Endpoints And Secret Tokens (11:18)
02 Request Arguments And Json Serialization (6:56)
03 Unitywebrequest, Upload And Download Handlers (8:36)
04 Receiving A First Answer From The Gpt (6:56)
05 Ui Controls For Chat (8:46)
06 Continuing To Build The Chat History (10:22)
07 Refactoring, Scrollable Chat And Conclusion (15:06)
Source Files
Mastering AI-Driven Digital Art - Techniques in Unity Muse, Stable Diffusion, and CivitAI
00 - Course Overview (Ai Art In Unity And Games Dev) (1:08)
01 - Unity Muse Ai (Textures) (11:50)
02 - Unity Muse Ai (Sprites) (12:35)
03 - Your Own Free Instance Of Stable Diffusion (Installing Python And Git) (12:25)
04 - Stable Diffusion (Completing The Installation) (12:34)
05 - Stable Diffusion (Learning To Prompt) (13:42)
06 - Stable Diffusion Customisations And Civitai (9:59)
07 - Stable Diffusion Lora And Base Networks (8:32)
Source Files
Introduction to Unreal Game Development
01 Unreal Game Project Templates (11:15)
Build a New Unreal Project
01 Build A New Unreal Top Down Project (6:10)
Navigate the Unreal Editor
01 Navigate The Menu Bar (10:00)
00 What Are Unreal Actors And Levels (2:14)
02 Navigate The Main Toolbar (6:29)
03 Navigate The Level Viewport (12:59)
04 Navigate The Content Drawer (4:19)
05 Navigate The Bottom Toolbar (3:09)
06 Navigate The Outliner And Details Panels (9:37)
Source Files - What are Unreal Actors and Levels
Build a Blueprint Class for Reusable Game Object
01 Build An Actor With Material And Light (8:04)
00 Preview Of Actor With Light (0:58)
Source Files
Learn to Code with Blueprint Visual Scripting
01 How To Code With Blueprint Visual Scripting (8:43)
02 What Is An Unreal Event (4:24)
03 What Is An Unreal Function (10:01)
04 What Is An Unreal Branch Conditional (4:53)
05 What Is A Variable In Unreal Blueprints (3:46)
06 Unreal Data Types (7:35)
07 What Is An Unreal Cast (4:02)
08 What Are Unreal Blueprint Arrays (4:39)
09 How Collisions Work In Unreal (7:44)
Source Files
Destroy Actor Upon Player Collision
00 Preview Of Actor Destroyed Upon Player Collision (1:10)
01 Explore Blueprints Of Top Down Game (8:28)
01B How Collisions Work In Unreal (7:44)
02 Destroy Actor Upon Player Collision (18:46)
Source Files
Build Explosion Upon Collision
00B Unreal Data Types (7:35)
00 Preview Of Explosion Upon Collision (0:50)
01 Build Explosion Upon Collision (8:55)
Source Files
06 Build a Variable in Game Mode to Track Score
00B What Is A Variable In Unreal Blueprints (3:46)
00 Preview Of Player Score (0:37)
01 Build A Variable In Game Mode To Track Score (7:09)
02 Set Score Variable Upon Collision (6:12)
02B What Are Unreal Blueprint Arrays (4:39)
03 Build Variable And Function To Count Actors Remaining (12:02)
Source files
Use ChatGPT Plugin in Unreal Engine 5
01 GPT Plugin (3:26)
02 Plugin Settings (4:24)
03 API Keys (4:58)
04 Prompts (3:37)
05 Prompt Focus (7:46)
06 Placing Objects In The Level (4:38)
07 Object Properties (4:51)
08 Populating Level (2:27)
09 Adding Lighting (4:58)
10 Post Processing Volume (5:10)
11 Sky Box Editing (5:07)
12 Lumen (6:14)
Source Files
02 Build a Game in UE5 with ChatGPT
02 Explaining Multiple Game Modes (0:44)
01 Game Mode (6:43)
03 Game Modes (4:33)
04 Game Mode & Game Instance (4:33)
05 Sprinting System (12:03)
06 Health System (5:38)
07 Damage Causer (5:38)
08 Health Widget (12:07)
09 Death System (4:09)
Source Files
03 Build Game Systems in UE5 with ChatGPT
02 Death (3:41)
01 Death System (11:43)
03 Death & Respawning (3:06)
04 Death & Respawning (12:59)
05 Respawning System (4:39)
06 Respawn Location (4:03)
07 Health Pickups (8:22)
08 Health Pickups (3:56)
09 Health Pickups Optimization (3:56)
Source Files
04 Build a Quest in UE5 Game with ChatGPT
01 Quest Ideas GPT (7:45)
02 Adding Quest Assets (3:14)
03 Manor Level (2:27)
04 Manor Doors (4:12)
05 Forest Level Modification (4:31)
06 Forest Level Modification (3:09)
07 Forest Sound & Navmesh (5:13)
08 Manor Sound & Navmesh (1:09)
09 Quest Character (5:29)
Source Files
05 Build Advanced Quest Game Features in UE5 with ChatGPT
01 Quest Widget (10:37)
02 Quest Variable (8:42)
03 Quest Variable (4:00)
04 Quest Loader Overview (2:00)
05 Level Loader BP (4:06)
06 Game Instance GPT (2:39)
07 Game Instance Implementation (6:28)
08 Game Instance Saving Variables (3:13)
09 Game Instance System (2:48)
10_Sounds_Music (3:45)
11 Footstep Sounds (10:46)
12 Footstep Sounds House Level (0:40)
13 Main Menu Widget & Level (8:23)
14 Begin Game (2:18)
15 Level Camera Fade System (13:27)
16 Forest Level (2:31)
17 Hint Widget (4:46)
18 Full Gameplay (3:18)
Source Files
Build NPC Game Conversations with ChatGPT in UE5
01 Preview (5:14)
02 Project Preparation (13:48)
03 NPC Creation (26:17)
04 Talk System Part 1 (21:57)
05 Talk System Part 2 (34:53)
Source Files
LV 4 Data Science and Machine Learning
00. Course Intro (6:05)
01. Quick Intro To Machine Learning (9:01)
02. Deep Dive Into Machine Learning (6:01)
03. Problems Solved With Machine Learning Part 1 (13:26)
04. Problems Solved With Machine Learning Part 2 (16:25)
05. Types Of Machine Learning (10:15)
06. How Machine Learning Works (11:40)
07. Common Machine Learning Structures (13:51)
08. Steps To Build A Machine Learning Program (16:34)
09. Summary And Outro (2:49)
Intro to Machine Learning Slides
Introduction to Tensorflow
00. Course Intro (6:10)
01. Intro To Tensorflow (5:33)
02. Installing Tensorflow (3:52)
03. Intro To Linear Regression (9:26)
04. Linear Regression Model - Creating Dataset (5:49)
05. Linear Regression Model - Building The Model (7:22)
06. Linear Regression Model - Creating A Loss Function (5:57)
07. Linear Regression Model - Training The Model (12:43)
08. Linear Regression Model - Testing The Model (5:22)
09. Summary And Outro (2:55)
Intro to Tensorflow - Source Files
Numpy
00. Course Intro (5:11)
01. Intro To Numpy (6:21)
02. Installing Numpy (3:59)
03. Creating Numpy Arrays (16:55)
04. Creating Numpy Matrices (11:57)
05. Getting And Setting Numpy Elements (16:59)
06. Arithmetic Operations On Numpy Arrays (11:56)
07. Numpy Functions Part 1 (19:13)
08. Numpy Functions Part 2 (12:36)
09. Summary And Outro (3:01)
Source Files
Review Sentiment Analysis
01. How Machines Interpret Text (15:23)
00. Course Intro (6:19)
02. Building The Model Part 1 - Examining Dataset (12:27)
03. Building The Model Part 2 - Formatting Dataset (15:14)
04. Building The Model Part 3 - Building The Model (10:30)
05. Building The Model Part 4 - Training The Model (5:42)
06. Building The Model Part 5 - Testing The Model.Mp4 (9:26)
07. Course Summary And Outro (3:29)
Source Files
Learn to Graph Data with Python and Matplotlib
00. Course Intro (5:30)
01. Intro to Pyplot (5:11)
02. Installing Matplotlib (5:51)
03. Basic Line Plot (7:53)
04. Customizing Graphs (10:47)
05. Plotting Multiple Datasets (8:10)
06. Bar Chart (6:26)
07. Pie Chart (9:13)
08. Histogram (10:14)
09. 3D Plotting (6:28)
10. Course Outro (4:09)
Pyplot Code
Complete Beginners Data Analysis with Pandas and Python
01. Intro To Pandas (7:55)
00. Panda Course Introduction (5:43)
02. Installing Pandas (5:28)
03. Creating Pandas Series (20:34)
04. Date Ranges (11:29)
05. Getting Elements From Series (19:21)
06. Getting Properties Of Series (13:04)
07. Modifying Series (19:02)
08. Operations On Series (11:48)
09. Creating Pandas Dataframes (22:57)
10. Getting Elements From Dataframes (25:12)
11. Getting Properties From Dataframes (17:44)
12. Dataframe Modification (36:24)
13. Dataframe Operations (20:09)
14 Dataframe Comparisons And Iteration (15:35)
15. Reading Csvs (12:00)
16. Summary And Outro (4:14)
Source Files
Beginner Data Science and Machine Learning Bootcamp
01. How Machines Interpret Text (15:23)
00. Course Intro (6:19)
02. Building The Model Part 1 - Examining Dataset (12:27)
03. Building The Model Part 2 - Formatting Dataset (15:14)
04. Building The Model Part 3 - Building The Model (10:30)
05. Building The Model Part 4 - Training The Model (5:42)
06. Building The Model Part 5 - Testing The Model.Mp4 (9:26)
07. Course Summary And Outro (3:29)
Source Files
Machine Learning Fundamentals
01 Probability And Information Theory Overview (5:15)
00 Course Overview (13:46)
02 Combinatorics For Probability (8:44)
03 Law Of Large Numbers (10:38)
04 Calculate Center Of Distribution (7:40)
05 Uniform Distribution (5:25)
06 Gaussian Distribution (3:45)
07 Log-Normal Distribution (3:28)
08 Exponential Distribution (3:04)
09 Laplace Distribution (1:54)
10 Binomial Distribution (9:05)
11 Multinomial Distribution (3:59)
12 Poisson Distribution (4:21)
13 Calculate Error Of Machine Learning Model (8:44)
Source Files
Data Engineering and Machine Learning Masterclass
01 Course Overview (3:26)
02 Load And Clean A Public Dataset (8:55)
03 What Is One-Hot Encoding (10:02)
04 Build X And Y Data With One Hot Encoding (4:57)
05 Logistic Regression With One Hot Encoding (2:20)
06 Scale And Encode Data With Scikit-Learn (3:47)
07 What Is Scaling Data (6:36)
08 Build, Train And Test A Machine Learning Model (4:37)
09 Compare Decision Tree And Linear Regression Models (6:26)
10 What Is The Kbins Discretizer (4:54)
11 Bin Data With Kbins Discretizer (3:42)
12 Compare Binned Regression Models (3:39)
13 Build A Linear Regression Model On Stacked Data (3:20)
14 What Is K Means Clustering (11:58)
15 Build Univariate Nonlinear Transformatio (1:55)
16 What Is Gaussian Probability Distribution (2:31)
17 What Is Poisson Distribution (1:08)
18 Build X Y Data With Poisson Distribution In Numpy (3:34)
19 What Is Logarithmic Data Transformation (2:34)
20 Build A Ridge Regression Model (3:41)
Source Files
Build Machine Learning Models - Intro to Tensofrlow 2.0
01 Course Overview (3:30)
02 Build Models On The Web (5:06)
03 What Are Search Algorithms (7:21)
04 Depth First Search (9:00)
05 Build A Depth First Search Algorithm (8:26)
06 What Is Breadth First Search (bfs) (5:08)
07 Build A Breadth First Search Algorithm (6:56)
08 Depth Limited Search (3:58)
09 Iterative Deepening Depth First Search (5:32)
10 What Is Uniform Cost Search (6:04)
11 Build A Uniform Cost Search Algorithm (8:07)
12 Bidirectional Search (4:44)
13 What Are Informed Search Algorithms (4:07)
14 What Is Greedy Best-first Search (8:16)
15 Build A Greedy Best First Search Algorithm (10:43)
16 What Is A Search (5:10)
17 How Does A Machine Learning Agent Learn (7:37)
18 What Is Inductive Learning (4:10)
19 Make Decisions With Decision Trees (10:50)
20 Performance Of A Machine Learning Algorithm (4:13)
21 Handle Noise In Data (5:20)
22 Statistical Learning (3:56)
Source Files
Build Machine Learning Models -Classificatins and Regressions
01 What Is Logistic Regression (4:26)
02 Prepare Data For Logistic Regression (12:19)
03 How To Prepare Data (8:52)
04 Build A Logistic Regression Model (5:29)
05 How To Build A Logistic Regression Model (3:28)
06 What Is Optimization (12:10)
07 Optimize The Logistic Regression Model (12:44)
08 How To Optimize A Logistic Regression Model (12:45)
09 Train The Model (10:09)
10 Test The Model (2:33)
11 Visualize Results (5:38)
12 What Is Gradient Boosting (1:54)
13 Prepare Data For Gradient Boosted Classification (7:19)
14 Build Binary Classes (6:12)
15 How To Shape Data For Classification (2:58)
16 Shape Data For Classification (7:06)
17 How To Build A Boosted Trees Classifier (4:03)
18 Build A Boosted Trees Classifier (4:37)
19 Build Input Functions (3:55)
20 Build A Boosted Trees Regressor (3:02)
21 Train And Evaluate The Model (4:07)
Source Files
LV 5 Build Your Own ChatGPT Clone
01 Build Patterns And Responses Training Data (6:34)
02 Tokenize Chat Data For Training (4:30)
03 Clean Chat Data For Machine Learning (3:04)
04 Build Bag Of Words For Ml Model (4:24)
05 Split Data For Machine Learning (3:34)
06 Build A Tensorflow Machine Learning Model For Chat (4:54)
07 Test Chatbot Machine Learning Model (9:09)
08 Categorize Chat Question With Ml (7:25)
09 Pick A Chatbot Response In Top Category (8:18)
Source Files
Build Advanced Chatbot with Transformer Neural Network
01 Introduction To Transformer Neural Networks (4:31)
00 Source files
02 Transformer Project Overview (7:59)
01 Preprocess text data for Transformer chatbot ML
01 Connect To Google Drive Dataset In Colab (3:48)
02 Read Text Files In Python (9:17)
03 Read Movie Conversation Text File In Python (10:58)
04 Clean Text Data For Nlp (6:09)
05 Remove Contractions From Text Data With Python (9:35)
06 Preprocess Text Data For Transformer Chatbot Ml (6:16)
Source files
02 Tokenize and filter sentences with Python
01 Build Tokenizer With Tfds (7:31)
02 Add Padding To Tokenized Sentences With Python (3:06)
03 Build Tensorflow Dataset For Ml (3:13)
Source Files
03 Build multi head attention layer for chatbot ML Python
01 Calculate Scaled Dot Product Attention (4:56)
02 Set Up Multi Head Attention Layer In Python Nn (5:22)
03 Split Attention Layer Into Multiple Heads (4:08)
04 Add Scaled Dot Product Attention And Final Layer (5:22)
Source files
04 Build token masks for neural network
02 Build Lookahead Mask For Future Tokens (3:53)
01 Mask Padding Tokens With Python (4:38)
Source files
05 Build positional encoding machine learning
01 Set Up Positional Encoding Layer In Neural Network (3:03)
02 Build Positional Encoding Layer With Tensorflow Keras (5:31)
Source files
06 Build input encoder for neural network
02 Combine Input And Positional Encoding (5:36)
01 Build Input Encoder For Neural Network (5:28)
Source files
07 Build decoder for NLP ML model
02 Combine Output And Positional Encoding For Decoder (5:28)
01 Set Up Decoder Layer With Python (6:31)
Source files
08 Combine encoding and decoding in NN
01 Combine Encoding And Decoding In Nn (7:08)
02 Build Custom Ml Model Learning Rate (3:37)
03 Build Custom Model Loss Function (3:17)
04 Compile Neural Network With Python (4:30)
04B Zero Out Padding Tokens In Attention (1:44)
05 Limit And Pad Tokenized Sentences (5:30)
Source files
09 Evaluate chatbot neural network
02 Decode Tokens Into Words (2:30)
01 Handle New Chatbot Question Input (5:13)
09 Source files
01 Improve Web Clone Results With Prompt Engineering
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