sentdex Courses

Coding Adventure with Kaggle and Lux AI

Code a Python AI agent for Kaggle’s Lux AI competition, iteratively improving resource collection, city expansion, navigation, and game performance.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

Sparks of AGI - Analyzing GPT-4 and the Latest GPT-LLM Models

An examination of GPT-4’s reported abilities—from multimodal input and exam performance to planning limits, hallucinations, bias, and privacy—and whether they suggest AGI.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Open AI's Whisper Is Amazing

Explore OpenAI’s Whisper speech recognition model through implementation, weak supervision, fine-tuning, and factors affecting multilingual transcription and translation performance.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Better Tracking for Your Deep Learning Training - Wandb.ai

Track deep learning experiments with Weights & Biases, covering setup, benchmarking, and reinforcement.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Can We Simulate a Real Robot?

Explore physics simulation for a quadruped robot using URDF, Isaac Sim, Isaac Gym, and Python control.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Generative Python Transformer Model Released - The Off-Brand Github Copilot

Builds GPyT, a GPT-style Python transformer trained on publicly accessible GitHub code to autocomplete and generate code.

• YouTube
• 29 minutes
• Self-Paced
• Free Video

Conversational AI with Jarvis - Checking Out the API

Explore NVIDIA Jarvis for conversational AI through API setup, question answering, speech recognition, and microphone interaction.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

Cyber Python 2077 - Using Computer Vision to Read and Walk from Cyberpunk 2077 Map

Builds a simple AI that reads a Cyberpunk 2077 minimap and walks through the game using Python, OpenCV, masking, and pathing.

• YouTube
• 34 minutes
• Self-Paced
• Free Video

Creating Chat Application with Sockets in Python

Build a console-based chat application in Python by creating sockets, receiving messages, and handling socket notifications.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

Data Analysis and Data Science with Python and Pandas

Learn introductory data analysis with Python and Pandas by working with datasets, data frames, columns, indexing, and set indexes.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

Cython Tutorial - Bridging Between Python and C-C++ for Performance Gains

Learn how Cython adds typing and class attributes to Python so code can be translated into C and Python extensions for performance gains.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

Unsupervised Machine Learning - Flat Clustering with KMeans with Scikit-Learn and Python

Cluster unlabeled data into chosen categories using K-Means with Python, NumPy, scatter plots, centroids, and labels.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Building an LLM Fine-Tuning Dataset - From Reddit Comments to QLoRA Training

Learn to build a QLoRA fine-tuning dataset for language models using Reddit data. Covers data acquisition, processing, structuring, and training sample creation, culminating in QLoRA training and results analysis.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

QLoRA Is All You Need - Fast and Lightweight Model Fine-Tuning

A practical walkthrough of QLoRA fine-tuning, from preparing a custom Reddit dataset to merging and sharing the trained adapters.

• YouTube
• 24 minutes
• Self-Paced
• Free Video

ChatGPT API in Python

Learn to query the ChatGPT API in Python and build a simple Gradio chat application with conversation history and dynamic input.

• YouTube
• 35 minutes
• Self-Paced
• Free Video