24.41 GB | 14min 8s | mkv | 1920X1080 | 16:9
Genre:eLearning |Language:English
Files Included :
1-Day 1 Running Your First LLM Locally with Ollama and Open Source Models.mkv (169.39 MB)
2-Day 1 Spanish Tutor Demo with Open Source Models Course Overview.mkv (257.43 MB)
3-Day 1 Setting Up Your LLM Development Environment with Cursor and UV.mkv (153.5 MB)
4-Day 1 Setting Up Your PC Development Environment with Git and Cursor.mkv (145.46 MB)
5-Day 1 Mac Setup Installing Git Cloning the Repo and Cursor IDE.mkv (162.96 MB)
6-Day 1 Installing UV and Setting Up Your Cursor Development Environment.mkv (153.13 MB)
7-Day 1 Setting Up Your OpenAI API Key and Environment Variables.mkv (153.35 MB)
8-Day 1 Installing Cursor Extensions and Setting Up Your Jupyter Notebook.mkv (122.53 MB)
9-Day 1 Running Your First OpenAI API Call and System vs User Prompts.mkv (151.2 MB)
10-Day 1 Building a Website Summarizer with OpenAI Chat Completions API.mkv (140.02 MB)
11-Day 1 Hands On Exercise Building Your First OpenAI API Call from Scratch.mkv (112.89 MB)
12-Day 2 LLM Engineering Building Blocks Models Tools Techniques.mkv (162.18 MB)
13-Day 2 Your 8 Week Journey From Chat Completions API to LLM Engineer.mkv (14.76 MB)
14-Day 2 Frontier Models OpenAI GPT Claude Gemini Grok Compared.mkv (35.83 MB)
15-Day 2 Open Source LLMs LLaMA Mistral DeepSeek and Ollama.mkv (53.8 MB)
16-Day 2 Chat Completions API HTTP Endpoints vs OpenAI Python Client.mkv (77.59 MB)
17-Day 2 Using the OpenAI Python Client with Multiple LLM Providers.mkv (93.69 MB)
18-Day 2 Running Ollama Locally with OpenAI Compatible Endpoints.mkv (78.73 MB)
19-Day 3 Base Chat and Reasoning Models Understanding LLM Types.mkv (102.05 MB)
20-Day 3 Frontier Models GPT Claude Gemini Their Strengths and Pitfalls.mkv (53.01 MB)
21-Day 3 Testing ChatGPT 5 and Frontier LLMs Through the Web UI.mkv (104.1 MB)
22-Day 3 Testing Claude Gemini Grok DeepSeek with ChatGPT Deep Research.mkv (57.15 MB)
23-Day 3 Agentic AI in Action Deep Research Claude Code and Agent Mode.mkv (186.37 MB)
24-Day 3 Frontier Models Showdown Building an LLM Competition Game.mkv (153.99 MB)
25-Day 4 Understanding Transformers The Architecture Behind GPT and LLMs.mkv (233.53 MB)
26-Day 4 From LSTMs to Transformers Attention Emergent Intelligence Agentic A.mkv (77.95 MB)
27-Day 4 Parameters From Millions to Trillions in GPT LLaMA DeepSeek.mkv (23.39 MB)
28-Day 4 What Are Tokens From Characters to GPT s Tokenizer.mkv (20.96 MB)
29-Day 4 Understanding Tokenization How GPT Breaks Down Text into Tokens.mkv (28.52 MB)
30-Day 4 Tokenizing with tiktoken and Understanding the Illusion of Memory.mkv (80.85 MB)
31-Day 4 Context Windows API Costs and Token Limits in LLMs.mkv (185.01 MB)
32-Day 5 Building a Sales Brochure Generator with OpenAI Chat Completions API.mkv (120.92 MB)
33-Day 5 Building JSON Prompts and Using OpenAI s Chat Completions API.mkv (142.19 MB)
34-Day 5 Chaining GPT Calls Building an AI Company Brochure Generator.mkv (73.3 MB)
35-Day 5 Building a Brochure Generator with GPT 4 and Streaming Results.mkv (150.07 MB)
36-Day 5 Business Applications Challenges Building Your AI Tutor.mkv (144.68 MB)
37-Day 1 Connecting to Multiple Frontier Models with APIs OpenAI Claude Gemini.mkv (158.11 MB)
38-Day 1 Testing GPT 5 Models with Reasoning Effort and Scaling Puzzles.mkv (88.84 MB)
39-Day 1 Testing Claude GPT 5 Gemini DeepSeek on Brain Teasers.mkv (64.39 MB)
40-Day 1 Local Models with Ollama Native APIs and OpenRouter Integration.mkv (58.28 MB)
41-Day 1 LangChain vs LiteLLM Choosing the Right LLM Framework.mkv (154.79 MB)
42-Day 1 LLM vs LLM Building Multi Model Conversations with OpenAI Claude.mkv (151.29 MB)
43-Day 2 Building Data Science UIs with Gradio No Front End Skills Required.mkv (156.99 MB)
44-Day 2 Building Your First Gradio Interface with Callbacks and Sharing.mkv (154.51 MB)
45-Day 2 Building Gradio Interfaces with Authentication and GPT Integration.mkv (103.1 MB)
46-Day 2 Markdown Responses and Streaming with Gradio and OpenAI.mkv (129.22 MB)
47-Day 2 Building Multi Model Gradio UIs with GPT and Claude Streaming.mkv (69.28 MB)
48-Day 3 Building Chat UIs with Gradio Your First Conversational AI Assistant.mkv (63.18 MB)
49-Day 3 Building a Streaming Chatbot with Gradio and OpenAI API.mkv (42.58 MB)
50-Day 3 System Prompts Multi Shot Prompting and Your First Look at RAG.mkv (128.59 MB)
51-Day 4 How LLM Tool Calling Really Works No Magic Just Prompts.mkv (65.78 MB)
52-Day 4 Common Use Cases for LLM Tools and Agentic AI Workflows.mkv (16.11 MB)
53-Day 4 Building an Airline AI Assistant with Tool Calling in OpenAI and Gradio.mkv (139.25 MB)
54-Day 4 Handling Multiple Tool Calls with OpenAI and Gradio.mkv (117.8 MB)
55-Day 4 Building Tool Calling with SQLite Database Integration.mkv (149.41 MB)
56-Day 5 Introduction to Agentic AI and Building Multi Tool Workflows.mkv (115.09 MB)
57-Day 5 How Gradio Works Building Web UIs from Python Code.mkv (164.35 MB)
58-Day 5 Building Multi Modal Apps with DALL E 3 Text to Speech and Gradio Bloc.mkv (234.21 MB)
59-Day 5 Running Your Multimodal AI Assistant with Gradio and Tools.mkv (110.42 MB)
60-Day 5 Extra Compare Frontier LLMs with OpenRouter Generate SVG Art in Python.mkv (64.11 MB)
61-Day 1 Introduction to Hugging Face Platform Models Datasets and Spaces.mkv (173.11 MB)
62-Day 1 HuggingFace Libraries Transformers Datasets and Hub Explained.mkv (21.14 MB)
63-Day 1 Introduction to Google Colab and Cloud GPUs for AI Development.mkv (59.53 MB)
64-Day 1 Getting Started with Google Colab Setup Runtime and Free GPU Access.mkv (91.52 MB)
65-Day 1 Setting Up Google Colab with Hugging Face and Running Your First Model.mkv (119.34 MB)
66-Day 1 Running Stable Diffusion and FLUX on Google Colab GPUs.mkv (325.94 MB)
67-Day 2 Introduction to Hugging Face Pipelines for Quick AI Inference.mkv (96.68 MB)
68-Day 2 HuggingFace Pipelines API for Sentiment Analysis on Colab T4 GPU.mkv (142.39 MB)
69-Day 2 Named Entity Recognition Q A and Hugging Face Pipeline Tasks.mkv (234.3 MB)
70-Day 2 Hugging Face Pipelines Image Audio Diffusion Models in Colab.mkv (165.79 MB)
71-Day 3 Tokenizers How LLMs Convert Text to Numbers.mkv (97.99 MB)
72-Day 3 Tokenizers in Action Encoding and Decoding with Llama 3 1.mkv (134.11 MB)
73-Day 3 How Chat Templates Work LLaMA Tokenizers and Special Tokens.mkv (49.75 MB)
74-Day 3 Comparing Tokenizers Phi 4 DeepSeek and QWENCoder in Action.mkv (66.96 MB)
75-Day 4 Deep Dive into Transformers Quantization and Neural Networks.mkv (47.87 MB)
76-Day 4 Working with Hugging Face Transformers Low Level API and Quantization.mkv (212.54 MB)
77-Day 4 Inside LLaMA PyTorch Model Architecture and Token Embeddings.mkv (108.56 MB)
78-Day 4 Inside LLaMA Decoder Layers Attention and Why Non Linearity Matters.mkv (90.29 MB)
79-Day 4 Running Open Source LLMs Phi Gemma Qwen DeepSeek with Hugging Face.mkv (235.64 MB)
80-Day 5 Visualizing Token by Token Inference in GPT Models.mkv (129.22 MB)
81-Day 5 Building Meeting Minutes from Audio with Whisper and Google Colab.mkv (106.5 MB)
82-Day 5 Building Meeting Minutes with OpenAI Whisper and LLaMA 3 2.mkv (212.12 MB)
83-Day 5 Week 3 Wrap Up Build a Synthetic Data Generator with Open Source Models.mkv (66.94 MB)
84-Day 1 Choosing the Right LLM Model Selection Strategy and Basics.mkv (214.23 MB)
85-Day 1 The Chinchilla Scaling Law Parameters Training Data and Why It Matters.mkv (22.55 MB)
86-Day 1 Understanding AI Model Benchmarks GPQA MMLU Pro and HLE.mkv (30 MB)
87-Day 1 Limitations of AI Benchmarks Data Contamination and Overfitting.mkv (48.54 MB)
88-Day 1 Build a Connect Four Leaderboard Reasoning Benchmark.mkv (169.26 MB)
89-Day 2 Navigating AI Leaderboards Artificial Analysis HuggingFace More.mkv (176.15 MB)
90-Day 2 Artificial Analysis Deep Dive Model Intelligence vs Cost Comparison.mkv (185.58 MB)
91-Day 2 Vellum SEAL and LiveBench Essential AI Model Leaderboards.mkv (208.13 MB)
92-Day 2 LM Arena Blind Testing AI Models with Community Elo Ratings.mkv (38.08 MB)
93-Day 2 Commercial Use Cases Automation Augmentation Agentic AI.mkv (148.22 MB)
94-Day 3 Selecting LLMs for Code Generation Python to C with Cursor.mkv (114.71 MB)
95-Day 3 Selecting Frontier Models GPT 5 Claude Grok Gemini for C Code Gen.mkv (196.71 MB)
96-Day 3 Porting Python to C with GPT 5 230x Performance Speedup.mkv (89.6 MB)
97-Day 3 AI Coding Showdown GPT 5 vs Claude vs Gemini vs Groq Performance.mkv (79.77 MB)
98-Day 4 Open Source Models for Code Generation Qwen DeepSeek Ollama.mkv (170.86 MB)
99-Day 4 Building a Gradio UI to Test Python to C Code Conversion Models.mkv (37.71 MB)
100-Day 4 Qwen 3 Coder vs GPT OSS OpenRouter Model Performance Showdown.mkv (91.65 MB)
101-Day 5 Model Evaluation Technical Metrics vs Business Outcomes.mkv (76.34 MB)
102-Day 5 Python to Rust Code Translation Testing Gemini 2 5 Pro with Cursor.mkv (130.46 MB)
103-Day 5 Porting Python to Rust Testing GPT Claude and Qwen Models.mkv (127.53 MB)
104-Day 5 Open Source Model Wins Rust Code Generation Speed Challenge.mkv (324.69 MB)
105-Day 1 Introduction to RAG Retrieval Augmented Generation Fundamentals.mkv (150.54 MB)
106-Day 1 Building a Simple RAG Knowledge Assistant with GPT 4 1 Nano.mkv (145.88 MB)
107-Day 1 Building a Simple RAG System Dictionary Lookup and Context Retrieval.mkv (109.8 MB)
108-Day 1 Vector Embeddings and Encoder LLMs The Foundation of RAG.mkv (75.72 MB)
109-Day 1 How Vector Embeddings Represent Meaning From word2vec to Encoders.mkv (31.97 MB)
110-Day 1 Understanding the Big Idea Behind RAG and Vector Data Stores.mkv (105.43 MB)
111-Day 2 Vectors for RAG Introduction to LangChain and Vector Databases.mkv (115.38 MB)
112-Day 2 Breaking Documents into Chunks with LangChain Text Splitters.mkv (94.67 MB)
113-Day 2 Encoder Models vs Vector Databases OpenAI BERT Chroma FAISS.mkv (41.61 MB)
115-Day 2 3D Vector Visualizations and Comparing Embedding Models.mkv (167.46 MB)
116-Day 3 Building a Complete RAG Pipeline with LangChain and Chroma.mkv (97.05 MB)
117-Day 3 Building a RAG Pipeline with LangChain LLM Retriever Setup.mkv (116.91 MB)
118-Day 3 Building RAG with LangChain Retriever and LLM Integration.mkv (133.99 MB)
119-Day 3 Building Production RAG with Python Modules and Gradio UI.mkv (90.7 MB)
120-Day 3 RAG with Conversation History Building a Gradio UI and Debugging Chunki.mkv (86.91 MB)
121-Day 4 RAG Evaluations Measuring Performance and Iterating on Your Pipeline.mkv (176.85 MB)
122-Day 4 Evaluating RAG Systems Retrieval Metrics LLM as Judge and Golden Data.mkv (63.05 MB)
123-Day 4 Evaluating RAG Systems MRR NDCG and Test Data with Pydantic.mkv (194.3 MB)
124-Day 4 LLM as a Judge Evaluating RAG Answers with Structured Outputs.mkv (123 MB)
125-Day 4 Running RAG Evaluations with Gradio MRR nDCG and Test Results.mkv (100.97 MB)
126-Day 4 Experimenting with Chunking Strategies and Embedding Models in RAG.mkv (61.44 MB)
127-Day 4 Testing OpenAI Embeddings and Evaluating RAG Performance Gains.mkv (46.49 MB)
128-Day 5 Advanced RAG Techniques Pre processing Re ranking Evals.mkv (165.46 MB)
129-Day 5 Advanced RAG Techniques Chunking Encoders and Query Rewriting.mkv (38.31 MB)
130-Day 5 Advanced RAG Techniques Query Expansion Re ranking GraphRAG.mkv (62.97 MB)
131-Day 5 Building Advanced RAG Without LangChain Semantic Chunking with LLMs.mkv (283.21 MB)
132-Day 5 Creating Embeddings with Chroma Visualizing with t SNE and Re ranking.mkv (246.69 MB)
133-Day 5 Building RAG Without LangChain Re ranking and Query Rewriting.mkv (151.51 MB)
134-Day 5 Building Production RAG with Query Expansion and Multiprocessing.mkv (156.72 MB)
135-Day 5 Advanced RAG Evaluation From 0 73 to 0 91 MRR with GPT 4o.mkv (133.62 MB)
136-Day 5 RAG Challenge Beat My Results Build Your Knowledge Worker.mkv (174.65 MB)
137-Day 1 Training Datasets and Generalization Your Capstone Begins.mkv (200.72 MB)
138-Day 1 Finetuning LLMs The Price is Right Capstone Project Intro.mkv (159.38 MB)
139-Day 1 Curating Datasets Finding Data Sources and Building Training Sets.mkv (52.38 MB)
140-Day 1 Curating Amazon Data with Hugging Face for Price Prediction.mkv (161.43 MB)
141-Day 1 Exploring Amazon Dataset Distribution and Removing Duplicates.mkv (135.47 MB)
142-Day 1 Weighted Sampling with NumPy and Uploading Datasets to Hugging Face.mkv (261.69 MB)
143-Day 2 Five Step Strategy for Selecting and Applying LLMs to Business Problems.mkv (133.02 MB)
144-Day 2 The Five Step AI Process Productionizing with MLOps.mkv (102.89 MB)
145-Day 2 Data Pre processing with LLMs and Groq Batch Mode.mkv (203.01 MB)
146-Day 2 Batch Processing with Groq API and JSONL Files for LLM Workflows.mkv (225.28 MB)
147-Day 2 Batch Processing with Groq Running 22K LLM Requests for Under 1.mkv (179.37 MB)
148-Day 3 Building Baseline Models with Traditional ML and XGBoost.mkv (152.85 MB)
149-Day 3 Building Your First Baseline with Random Pricer and Scikit learn.mkv (92.47 MB)
150-Day 3 Baseline Models and Linear Regression with Scikit Learn.mkv (47.85 MB)
151-Day 3 Bag of Words and CountVectorizer for Linear Regression NLP.mkv (49.77 MB)
152-Day 3 Random Forest and XGBoost Ensemble Models in Scikit Learn.mkv (137.36 MB)
153-Day 4 Training Your First Neural Network and Testing Frontier Models.mkv (177.31 MB)
154-Day 4 Human Baseline Performance vs Machine Learning Models in PyTorch.mkv (103.88 MB)
155-Day 4 Building Your First Neural Network with PyTorch.mkv (132.33 MB)
156-Day 4 Testing GPT 4o mini and Claude Opus Against Neural Networks.mkv (86.8 MB)
157-Day 4 Testing Gemini 3 GPT 5 1 Claude 4 5 Grok on Price Prediction.mkv (82.03 MB)
158-Day 5 Fine Tuning OpenAI Frontier Models with Supervised Fine Tuning.mkv (172.3 MB)
159-Day 5 Fine Tuning GPT 4o Nano with OpenAI s API for Custom Models.mkv (200.71 MB)
160-Day 5 Fine Tuning GPT 4o mini nano Running Jobs and Monitoring Training.mkv (112.35 MB)
161-Day 5 Fine Tuning Results When GPT 4o mini Gets Worse Not Better.mkv (121.29 MB)
162-Day 5 When Fine Tuning Frontier Models Fails Building Deep Neural Networks.mkv (94.8 MB)
163-Day 5 Deep Neural Network Redemption 289M Parameters vs Frontier Models.mkv (69.68 MB)
164-Day 1 Introduction to QLoRA for Fine Tuning Open Source Models.mkv (142.81 MB)
165-Day 1 LoRA Training LLaMA 3 2 with Low Rank Adapters.mkv (29.24 MB)
166-Day 1 LoRA Hyperparameters and QLoRA Quantization Explained.mkv (73.97 MB)
167-Day 1 Setting Up Google Colab and Exploring LLaMA 3 2 Model Architecture.mkv (168.08 MB)
168-Day 1 Loading Models with 8 bit and 4 bit Quantization Using QLoRA.mkv (135.43 MB)
169-Day 1 LoRA Parameter Calculations and Model Size on Hugging Face.mkv (119.78 MB)
170-Day 2 Preparing Your Dataset for Fine Tuning with Token Limits.mkv (133.98 MB)
171-Day 2 Fine Tuning Data Prep Rounding Prices and Token Length Optimization.mkv (153.31 MB)
172-Day 2 Preparing Hugging Face Datasets and Testing Base LLaMA 3 2 Model.mkv (216.68 MB)
173-Day 2 Base Models vs Chat Models Understanding LLaMA Fine Tuning.mkv (145.05 MB)
174-Day 3 Fine Tuning Hyperparameters QLoRA Settings and Training Config.mkv (134.29 MB)
175-Day 3 Learning Rate Optimizers and Training Hyperparameters for LoRA.mkv (35.49 MB)
176-Day 3 Setting Up Training Hyperparameters qLoRA Config Weights Biases.mkv (105.76 MB)
177-Day 3 Setting Up Weights Biases and the HuggingFace SFT Trainer.mkv (77.31 MB)
178-Day 3 Running Fine Tuning with TRL and Monitoring Training in Weights Biases.mkv (123.51 MB)
179-Day 4 Monitoring Your Fine Tuning Run with Weights Biases.mkv (143.53 MB)
180-Day 4 Full Dataset Training on Google Colab A100 with 800K Data Points.mkv (128.93 MB)
181-Day 4 Monitoring Training Loss and Learning Rate in Weights Biases.mkv (118.21 MB)
182-Day 4 Analyzing Weights Biases Results and Catching Overfitting.mkv (214.81 MB)
183-Day 4 Managing Runs in Weights Biases and Selecting Best Model Checkpoints.mkv (80.07 MB)
184-Day 5 Results Day Running Inference on Fine Tuned Models Loss Calculation D.mkv (156.56 MB)
185-Day 5 Cross Entropy Loss How LLMs Calculate Probability Distributions.mkv (46.49 MB)
186-Day 5 Testing Our Fine Tuned LoRA Model Against GPT 4o Nano.mkv (77.55 MB)
187-Day 5 Fine Tuned LLaMA 3 2 Crushes GPT 5 1 and Frontier Models.mkv (79.9 MB)
188-Day 1 Intro to Agentic AI Serverless Deployment on Modal.mkv (154.96 MB)
189-Day 1 Designing Agent Architectures Modal Platform Setup.mkv (53.56 MB)
190-Day 1 Running Python Locally and in the Cloud with Modal Remote Execution.mkv (79.67 MB)
191-Day 1 Setting Up Modal Secrets and Deploying LLaMA Models to the Cloud.mkv (79.13 MB)
192-Day 1 Deploying Fine Tuned Models to Modal Cloud with Persistent Storage.mkv (182.07 MB)
193-Day 1 Building Your First Agent with Modal Serverless AI.mkv (129.98 MB)
194-Day 2 Building Advanced RAG with ChromaDB and Vector Stores No LangChain.mkv (116.18 MB)
195-Day 2 Visualizing Chroma Vectors with t SNE and Building a RAG Pipeline.mkv (234.72 MB)
196-Day 2 RAG with GPT 4o vs Fine Tuned Models Building an Ensemble.mkv (72.27 MB)
197-Day 2 Ensemble Model Success Combining RAG Neural Networks Modal.mkv (84.35 MB)
198-Day 2 Building and Testing an Ensemble Agent with Multiple LLM Calls.mkv (58.96 MB)
199-Day 3 Structured Outputs with Pydantic and Constrained Decoding.mkv (170.71 MB)
200-Day 3 Building a Deal Scanner with Structured Outputs and Pydantic.mkv (119.9 MB)
201-Day 3 Structured Outputs for Parsing Building a Pushover Notification Agent.mkv (159.26 MB)
202-Day 4 Building Agentic AI Planning Agents with Tool Orchestration.mkv (48.76 MB)
203-Day 4 Building an Autonomous Planner Agent with Tool Calling and GPT 4.mkv (66.2 MB)
204-Day 4 Building an Autonomous Multi Agent System with Tool Calling and Agent Lo.mkv (133.22 MB)
205-Day 4 Building a Multi Model AI Platform 34 Calls Across GPT 5 Claude Open.mkv (26.51 MB)
206-Day 5 Finalizing Your Agentic Workflow and Becoming an AI Engineer.mkv (44.15 MB)
207-Day 5 Building the Price Is Right Agent UI with Gradio and DealAgentFramework.mkv (81.07 MB)
208-Day 5 Course Wrap Up Your Journey to AI Engineer.mkv (127.62 MB)
2-Day 1 Spanish Tutor Demo with Open Source Models Course Overview.mkv (257.43 MB)
3-Day 1 Setting Up Your LLM Development Environment with Cursor and UV.mkv (153.5 MB)
4-Day 1 Setting Up Your PC Development Environment with Git and Cursor.mkv (145.46 MB)
5-Day 1 Mac Setup Installing Git Cloning the Repo and Cursor IDE.mkv (162.96 MB)
6-Day 1 Installing UV and Setting Up Your Cursor Development Environment.mkv (153.13 MB)
7-Day 1 Setting Up Your OpenAI API Key and Environment Variables.mkv (153.35 MB)
8-Day 1 Installing Cursor Extensions and Setting Up Your Jupyter Notebook.mkv (122.53 MB)
9-Day 1 Running Your First OpenAI API Call and System vs User Prompts.mkv (151.2 MB)
10-Day 1 Building a Website Summarizer with OpenAI Chat Completions API.mkv (140.02 MB)
11-Day 1 Hands On Exercise Building Your First OpenAI API Call from Scratch.mkv (112.89 MB)
12-Day 2 LLM Engineering Building Blocks Models Tools Techniques.mkv (162.18 MB)
13-Day 2 Your 8 Week Journey From Chat Completions API to LLM Engineer.mkv (14.76 MB)
14-Day 2 Frontier Models OpenAI GPT Claude Gemini Grok Compared.mkv (35.83 MB)
15-Day 2 Open Source LLMs LLaMA Mistral DeepSeek and Ollama.mkv (53.8 MB)
16-Day 2 Chat Completions API HTTP Endpoints vs OpenAI Python Client.mkv (77.59 MB)
17-Day 2 Using the OpenAI Python Client with Multiple LLM Providers.mkv (93.69 MB)
18-Day 2 Running Ollama Locally with OpenAI Compatible Endpoints.mkv (78.73 MB)
19-Day 3 Base Chat and Reasoning Models Understanding LLM Types.mkv (102.05 MB)
20-Day 3 Frontier Models GPT Claude Gemini Their Strengths and Pitfalls.mkv (53.01 MB)
21-Day 3 Testing ChatGPT 5 and Frontier LLMs Through the Web UI.mkv (104.1 MB)
22-Day 3 Testing Claude Gemini Grok DeepSeek with ChatGPT Deep Research.mkv (57.15 MB)
23-Day 3 Agentic AI in Action Deep Research Claude Code and Agent Mode.mkv (186.37 MB)
24-Day 3 Frontier Models Showdown Building an LLM Competition Game.mkv (153.99 MB)
25-Day 4 Understanding Transformers The Architecture Behind GPT and LLMs.mkv (233.53 MB)
26-Day 4 From LSTMs to Transformers Attention Emergent Intelligence Agentic A.mkv (77.95 MB)
27-Day 4 Parameters From Millions to Trillions in GPT LLaMA DeepSeek.mkv (23.39 MB)
28-Day 4 What Are Tokens From Characters to GPT s Tokenizer.mkv (20.96 MB)
29-Day 4 Understanding Tokenization How GPT Breaks Down Text into Tokens.mkv (28.52 MB)
30-Day 4 Tokenizing with tiktoken and Understanding the Illusion of Memory.mkv (80.85 MB)
31-Day 4 Context Windows API Costs and Token Limits in LLMs.mkv (185.01 MB)
32-Day 5 Building a Sales Brochure Generator with OpenAI Chat Completions API.mkv (120.92 MB)
33-Day 5 Building JSON Prompts and Using OpenAI s Chat Completions API.mkv (142.19 MB)
34-Day 5 Chaining GPT Calls Building an AI Company Brochure Generator.mkv (73.3 MB)
35-Day 5 Building a Brochure Generator with GPT 4 and Streaming Results.mkv (150.07 MB)
36-Day 5 Business Applications Challenges Building Your AI Tutor.mkv (144.68 MB)
37-Day 1 Connecting to Multiple Frontier Models with APIs OpenAI Claude Gemini.mkv (158.11 MB)
38-Day 1 Testing GPT 5 Models with Reasoning Effort and Scaling Puzzles.mkv (88.84 MB)
39-Day 1 Testing Claude GPT 5 Gemini DeepSeek on Brain Teasers.mkv (64.39 MB)
40-Day 1 Local Models with Ollama Native APIs and OpenRouter Integration.mkv (58.28 MB)
41-Day 1 LangChain vs LiteLLM Choosing the Right LLM Framework.mkv (154.79 MB)
42-Day 1 LLM vs LLM Building Multi Model Conversations with OpenAI Claude.mkv (151.29 MB)
43-Day 2 Building Data Science UIs with Gradio No Front End Skills Required.mkv (156.99 MB)
44-Day 2 Building Your First Gradio Interface with Callbacks and Sharing.mkv (154.51 MB)
45-Day 2 Building Gradio Interfaces with Authentication and GPT Integration.mkv (103.1 MB)
46-Day 2 Markdown Responses and Streaming with Gradio and OpenAI.mkv (129.22 MB)
47-Day 2 Building Multi Model Gradio UIs with GPT and Claude Streaming.mkv (69.28 MB)
48-Day 3 Building Chat UIs with Gradio Your First Conversational AI Assistant.mkv (63.18 MB)
49-Day 3 Building a Streaming Chatbot with Gradio and OpenAI API.mkv (42.58 MB)
50-Day 3 System Prompts Multi Shot Prompting and Your First Look at RAG.mkv (128.59 MB)
51-Day 4 How LLM Tool Calling Really Works No Magic Just Prompts.mkv (65.78 MB)
52-Day 4 Common Use Cases for LLM Tools and Agentic AI Workflows.mkv (16.11 MB)
53-Day 4 Building an Airline AI Assistant with Tool Calling in OpenAI and Gradio.mkv (139.25 MB)
54-Day 4 Handling Multiple Tool Calls with OpenAI and Gradio.mkv (117.8 MB)
55-Day 4 Building Tool Calling with SQLite Database Integration.mkv (149.41 MB)
56-Day 5 Introduction to Agentic AI and Building Multi Tool Workflows.mkv (115.09 MB)
57-Day 5 How Gradio Works Building Web UIs from Python Code.mkv (164.35 MB)
58-Day 5 Building Multi Modal Apps with DALL E 3 Text to Speech and Gradio Bloc.mkv (234.21 MB)
59-Day 5 Running Your Multimodal AI Assistant with Gradio and Tools.mkv (110.42 MB)
60-Day 5 Extra Compare Frontier LLMs with OpenRouter Generate SVG Art in Python.mkv (64.11 MB)
61-Day 1 Introduction to Hugging Face Platform Models Datasets and Spaces.mkv (173.11 MB)
62-Day 1 HuggingFace Libraries Transformers Datasets and Hub Explained.mkv (21.14 MB)
63-Day 1 Introduction to Google Colab and Cloud GPUs for AI Development.mkv (59.53 MB)
64-Day 1 Getting Started with Google Colab Setup Runtime and Free GPU Access.mkv (91.52 MB)
65-Day 1 Setting Up Google Colab with Hugging Face and Running Your First Model.mkv (119.34 MB)
66-Day 1 Running Stable Diffusion and FLUX on Google Colab GPUs.mkv (325.94 MB)
67-Day 2 Introduction to Hugging Face Pipelines for Quick AI Inference.mkv (96.68 MB)
68-Day 2 HuggingFace Pipelines API for Sentiment Analysis on Colab T4 GPU.mkv (142.39 MB)
69-Day 2 Named Entity Recognition Q A and Hugging Face Pipeline Tasks.mkv (234.3 MB)
70-Day 2 Hugging Face Pipelines Image Audio Diffusion Models in Colab.mkv (165.79 MB)
71-Day 3 Tokenizers How LLMs Convert Text to Numbers.mkv (97.99 MB)
72-Day 3 Tokenizers in Action Encoding and Decoding with Llama 3 1.mkv (134.11 MB)
73-Day 3 How Chat Templates Work LLaMA Tokenizers and Special Tokens.mkv (49.75 MB)
74-Day 3 Comparing Tokenizers Phi 4 DeepSeek and QWENCoder in Action.mkv (66.96 MB)
75-Day 4 Deep Dive into Transformers Quantization and Neural Networks.mkv (47.87 MB)
76-Day 4 Working with Hugging Face Transformers Low Level API and Quantization.mkv (212.54 MB)
77-Day 4 Inside LLaMA PyTorch Model Architecture and Token Embeddings.mkv (108.56 MB)
78-Day 4 Inside LLaMA Decoder Layers Attention and Why Non Linearity Matters.mkv (90.29 MB)
79-Day 4 Running Open Source LLMs Phi Gemma Qwen DeepSeek with Hugging Face.mkv (235.64 MB)
80-Day 5 Visualizing Token by Token Inference in GPT Models.mkv (129.22 MB)
81-Day 5 Building Meeting Minutes from Audio with Whisper and Google Colab.mkv (106.5 MB)
82-Day 5 Building Meeting Minutes with OpenAI Whisper and LLaMA 3 2.mkv (212.12 MB)
83-Day 5 Week 3 Wrap Up Build a Synthetic Data Generator with Open Source Models.mkv (66.94 MB)
84-Day 1 Choosing the Right LLM Model Selection Strategy and Basics.mkv (214.23 MB)
85-Day 1 The Chinchilla Scaling Law Parameters Training Data and Why It Matters.mkv (22.55 MB)
86-Day 1 Understanding AI Model Benchmarks GPQA MMLU Pro and HLE.mkv (30 MB)
87-Day 1 Limitations of AI Benchmarks Data Contamination and Overfitting.mkv (48.54 MB)
88-Day 1 Build a Connect Four Leaderboard Reasoning Benchmark.mkv (169.26 MB)
89-Day 2 Navigating AI Leaderboards Artificial Analysis HuggingFace More.mkv (176.15 MB)
90-Day 2 Artificial Analysis Deep Dive Model Intelligence vs Cost Comparison.mkv (185.58 MB)
91-Day 2 Vellum SEAL and LiveBench Essential AI Model Leaderboards.mkv (208.13 MB)
92-Day 2 LM Arena Blind Testing AI Models with Community Elo Ratings.mkv (38.08 MB)
93-Day 2 Commercial Use Cases Automation Augmentation Agentic AI.mkv (148.22 MB)
94-Day 3 Selecting LLMs for Code Generation Python to C with Cursor.mkv (114.71 MB)
95-Day 3 Selecting Frontier Models GPT 5 Claude Grok Gemini for C Code Gen.mkv (196.71 MB)
96-Day 3 Porting Python to C with GPT 5 230x Performance Speedup.mkv (89.6 MB)
97-Day 3 AI Coding Showdown GPT 5 vs Claude vs Gemini vs Groq Performance.mkv (79.77 MB)
98-Day 4 Open Source Models for Code Generation Qwen DeepSeek Ollama.mkv (170.86 MB)
99-Day 4 Building a Gradio UI to Test Python to C Code Conversion Models.mkv (37.71 MB)
100-Day 4 Qwen 3 Coder vs GPT OSS OpenRouter Model Performance Showdown.mkv (91.65 MB)
101-Day 5 Model Evaluation Technical Metrics vs Business Outcomes.mkv (76.34 MB)
102-Day 5 Python to Rust Code Translation Testing Gemini 2 5 Pro with Cursor.mkv (130.46 MB)
103-Day 5 Porting Python to Rust Testing GPT Claude and Qwen Models.mkv (127.53 MB)
104-Day 5 Open Source Model Wins Rust Code Generation Speed Challenge.mkv (324.69 MB)
105-Day 1 Introduction to RAG Retrieval Augmented Generation Fundamentals.mkv (150.54 MB)
106-Day 1 Building a Simple RAG Knowledge Assistant with GPT 4 1 Nano.mkv (145.88 MB)
107-Day 1 Building a Simple RAG System Dictionary Lookup and Context Retrieval.mkv (109.8 MB)
108-Day 1 Vector Embeddings and Encoder LLMs The Foundation of RAG.mkv (75.72 MB)
109-Day 1 How Vector Embeddings Represent Meaning From word2vec to Encoders.mkv (31.97 MB)
110-Day 1 Understanding the Big Idea Behind RAG and Vector Data Stores.mkv (105.43 MB)
111-Day 2 Vectors for RAG Introduction to LangChain and Vector Databases.mkv (115.38 MB)
112-Day 2 Breaking Documents into Chunks with LangChain Text Splitters.mkv (94.67 MB)
113-Day 2 Encoder Models vs Vector Databases OpenAI BERT Chroma FAISS.mkv (41.61 MB)
115-Day 2 3D Vector Visualizations and Comparing Embedding Models.mkv (167.46 MB)
116-Day 3 Building a Complete RAG Pipeline with LangChain and Chroma.mkv (97.05 MB)
117-Day 3 Building a RAG Pipeline with LangChain LLM Retriever Setup.mkv (116.91 MB)
118-Day 3 Building RAG with LangChain Retriever and LLM Integration.mkv (133.99 MB)
119-Day 3 Building Production RAG with Python Modules and Gradio UI.mkv (90.7 MB)
120-Day 3 RAG with Conversation History Building a Gradio UI and Debugging Chunki.mkv (86.91 MB)
121-Day 4 RAG Evaluations Measuring Performance and Iterating on Your Pipeline.mkv (176.85 MB)
122-Day 4 Evaluating RAG Systems Retrieval Metrics LLM as Judge and Golden Data.mkv (63.05 MB)
123-Day 4 Evaluating RAG Systems MRR NDCG and Test Data with Pydantic.mkv (194.3 MB)
124-Day 4 LLM as a Judge Evaluating RAG Answers with Structured Outputs.mkv (123 MB)
125-Day 4 Running RAG Evaluations with Gradio MRR nDCG and Test Results.mkv (100.97 MB)
126-Day 4 Experimenting with Chunking Strategies and Embedding Models in RAG.mkv (61.44 MB)
127-Day 4 Testing OpenAI Embeddings and Evaluating RAG Performance Gains.mkv (46.49 MB)
128-Day 5 Advanced RAG Techniques Pre processing Re ranking Evals.mkv (165.46 MB)
129-Day 5 Advanced RAG Techniques Chunking Encoders and Query Rewriting.mkv (38.31 MB)
130-Day 5 Advanced RAG Techniques Query Expansion Re ranking GraphRAG.mkv (62.97 MB)
131-Day 5 Building Advanced RAG Without LangChain Semantic Chunking with LLMs.mkv (283.21 MB)
132-Day 5 Creating Embeddings with Chroma Visualizing with t SNE and Re ranking.mkv (246.69 MB)
133-Day 5 Building RAG Without LangChain Re ranking and Query Rewriting.mkv (151.51 MB)
134-Day 5 Building Production RAG with Query Expansion and Multiprocessing.mkv (156.72 MB)
135-Day 5 Advanced RAG Evaluation From 0 73 to 0 91 MRR with GPT 4o.mkv (133.62 MB)
136-Day 5 RAG Challenge Beat My Results Build Your Knowledge Worker.mkv (174.65 MB)
137-Day 1 Training Datasets and Generalization Your Capstone Begins.mkv (200.72 MB)
138-Day 1 Finetuning LLMs The Price is Right Capstone Project Intro.mkv (159.38 MB)
139-Day 1 Curating Datasets Finding Data Sources and Building Training Sets.mkv (52.38 MB)
140-Day 1 Curating Amazon Data with Hugging Face for Price Prediction.mkv (161.43 MB)
141-Day 1 Exploring Amazon Dataset Distribution and Removing Duplicates.mkv (135.47 MB)
142-Day 1 Weighted Sampling with NumPy and Uploading Datasets to Hugging Face.mkv (261.69 MB)
143-Day 2 Five Step Strategy for Selecting and Applying LLMs to Business Problems.mkv (133.02 MB)
144-Day 2 The Five Step AI Process Productionizing with MLOps.mkv (102.89 MB)
145-Day 2 Data Pre processing with LLMs and Groq Batch Mode.mkv (203.01 MB)
146-Day 2 Batch Processing with Groq API and JSONL Files for LLM Workflows.mkv (225.28 MB)
147-Day 2 Batch Processing with Groq Running 22K LLM Requests for Under 1.mkv (179.37 MB)
148-Day 3 Building Baseline Models with Traditional ML and XGBoost.mkv (152.85 MB)
149-Day 3 Building Your First Baseline with Random Pricer and Scikit learn.mkv (92.47 MB)
150-Day 3 Baseline Models and Linear Regression with Scikit Learn.mkv (47.85 MB)
151-Day 3 Bag of Words and CountVectorizer for Linear Regression NLP.mkv (49.77 MB)
152-Day 3 Random Forest and XGBoost Ensemble Models in Scikit Learn.mkv (137.36 MB)
153-Day 4 Training Your First Neural Network and Testing Frontier Models.mkv (177.31 MB)
154-Day 4 Human Baseline Performance vs Machine Learning Models in PyTorch.mkv (103.88 MB)
155-Day 4 Building Your First Neural Network with PyTorch.mkv (132.33 MB)
156-Day 4 Testing GPT 4o mini and Claude Opus Against Neural Networks.mkv (86.8 MB)
157-Day 4 Testing Gemini 3 GPT 5 1 Claude 4 5 Grok on Price Prediction.mkv (82.03 MB)
158-Day 5 Fine Tuning OpenAI Frontier Models with Supervised Fine Tuning.mkv (172.3 MB)
159-Day 5 Fine Tuning GPT 4o Nano with OpenAI s API for Custom Models.mkv (200.71 MB)
160-Day 5 Fine Tuning GPT 4o mini nano Running Jobs and Monitoring Training.mkv (112.35 MB)
161-Day 5 Fine Tuning Results When GPT 4o mini Gets Worse Not Better.mkv (121.29 MB)
162-Day 5 When Fine Tuning Frontier Models Fails Building Deep Neural Networks.mkv (94.8 MB)
163-Day 5 Deep Neural Network Redemption 289M Parameters vs Frontier Models.mkv (69.68 MB)
164-Day 1 Introduction to QLoRA for Fine Tuning Open Source Models.mkv (142.81 MB)
165-Day 1 LoRA Training LLaMA 3 2 with Low Rank Adapters.mkv (29.24 MB)
166-Day 1 LoRA Hyperparameters and QLoRA Quantization Explained.mkv (73.97 MB)
167-Day 1 Setting Up Google Colab and Exploring LLaMA 3 2 Model Architecture.mkv (168.08 MB)
168-Day 1 Loading Models with 8 bit and 4 bit Quantization Using QLoRA.mkv (135.43 MB)
169-Day 1 LoRA Parameter Calculations and Model Size on Hugging Face.mkv (119.78 MB)
170-Day 2 Preparing Your Dataset for Fine Tuning with Token Limits.mkv (133.98 MB)
171-Day 2 Fine Tuning Data Prep Rounding Prices and Token Length Optimization.mkv (153.31 MB)
172-Day 2 Preparing Hugging Face Datasets and Testing Base LLaMA 3 2 Model.mkv (216.68 MB)
173-Day 2 Base Models vs Chat Models Understanding LLaMA Fine Tuning.mkv (145.05 MB)
174-Day 3 Fine Tuning Hyperparameters QLoRA Settings and Training Config.mkv (134.29 MB)
175-Day 3 Learning Rate Optimizers and Training Hyperparameters for LoRA.mkv (35.49 MB)
176-Day 3 Setting Up Training Hyperparameters qLoRA Config Weights Biases.mkv (105.76 MB)
177-Day 3 Setting Up Weights Biases and the HuggingFace SFT Trainer.mkv (77.31 MB)
178-Day 3 Running Fine Tuning with TRL and Monitoring Training in Weights Biases.mkv (123.51 MB)
179-Day 4 Monitoring Your Fine Tuning Run with Weights Biases.mkv (143.53 MB)
180-Day 4 Full Dataset Training on Google Colab A100 with 800K Data Points.mkv (128.93 MB)
181-Day 4 Monitoring Training Loss and Learning Rate in Weights Biases.mkv (118.21 MB)
182-Day 4 Analyzing Weights Biases Results and Catching Overfitting.mkv (214.81 MB)
183-Day 4 Managing Runs in Weights Biases and Selecting Best Model Checkpoints.mkv (80.07 MB)
184-Day 5 Results Day Running Inference on Fine Tuned Models Loss Calculation D.mkv (156.56 MB)
185-Day 5 Cross Entropy Loss How LLMs Calculate Probability Distributions.mkv (46.49 MB)
186-Day 5 Testing Our Fine Tuned LoRA Model Against GPT 4o Nano.mkv (77.55 MB)
187-Day 5 Fine Tuned LLaMA 3 2 Crushes GPT 5 1 and Frontier Models.mkv (79.9 MB)
188-Day 1 Intro to Agentic AI Serverless Deployment on Modal.mkv (154.96 MB)
189-Day 1 Designing Agent Architectures Modal Platform Setup.mkv (53.56 MB)
190-Day 1 Running Python Locally and in the Cloud with Modal Remote Execution.mkv (79.67 MB)
191-Day 1 Setting Up Modal Secrets and Deploying LLaMA Models to the Cloud.mkv (79.13 MB)
192-Day 1 Deploying Fine Tuned Models to Modal Cloud with Persistent Storage.mkv (182.07 MB)
193-Day 1 Building Your First Agent with Modal Serverless AI.mkv (129.98 MB)
194-Day 2 Building Advanced RAG with ChromaDB and Vector Stores No LangChain.mkv (116.18 MB)
195-Day 2 Visualizing Chroma Vectors with t SNE and Building a RAG Pipeline.mkv (234.72 MB)
196-Day 2 RAG with GPT 4o vs Fine Tuned Models Building an Ensemble.mkv (72.27 MB)
197-Day 2 Ensemble Model Success Combining RAG Neural Networks Modal.mkv (84.35 MB)
198-Day 2 Building and Testing an Ensemble Agent with Multiple LLM Calls.mkv (58.96 MB)
199-Day 3 Structured Outputs with Pydantic and Constrained Decoding.mkv (170.71 MB)
200-Day 3 Building a Deal Scanner with Structured Outputs and Pydantic.mkv (119.9 MB)
201-Day 3 Structured Outputs for Parsing Building a Pushover Notification Agent.mkv (159.26 MB)
202-Day 4 Building Agentic AI Planning Agents with Tool Orchestration.mkv (48.76 MB)
203-Day 4 Building an Autonomous Planner Agent with Tool Calling and GPT 4.mkv (66.2 MB)
204-Day 4 Building an Autonomous Multi Agent System with Tool Calling and Agent Lo.mkv (133.22 MB)
205-Day 4 Building a Multi Model AI Platform 34 Calls Across GPT 5 Claude Open.mkv (26.51 MB)
206-Day 5 Finalizing Your Agentic Workflow and Becoming an AI Engineer.mkv (44.15 MB)
207-Day 5 Building the Price Is Right Agent UI with Gradio and DealAgentFramework.mkv (81.07 MB)
208-Day 5 Course Wrap Up Your Journey to AI Engineer.mkv (127.62 MB)
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