Aleksa Gordić - The AI Epiphany Courses

ETA Prediction with Graph Neural Networks in Google Maps - Paper Explained

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Explore ETA prediction using Graph Neural Networks in Google Maps with Aleksa Gordić's AI Epiphany in under an hour. Learn about graph formation, features, and inference work.

• YouTube
• 39 minutes
• On-Demand
• Free Online Course

What Is MLOps and How to Get Started - MLOps Series

Learn to build an ML-powered app with high automation in under an hour with Aleksa Gordić from The AI Epiphany.

• YouTube
• 40 minutes
• On-Demand
• Free Online Course

How to Build a Deep Learning Machine - Everything You Need to Know

Learn to build your own machine learning workstation with Aleksa Gordić's guide, covering component selection, cost comparisons, and buying tips in under an hour.

• YouTube
• 49 minutes
• On-Demand
• Free Online Course

High Fidelity Neural Audio Compression - Paper & Code Explained

Explore neural audio compression with Aleksa Gordić's concise guide, covering key concepts, code walkthroughs, and practical applications in under an hour.

• YouTube
• 58 minutes
• On-Demand
• Free Online Course

AudioGen- Textually Guided Audio Generation - Paper Explained

Explore text-guided audio synthesis with Aleksa Gordić's deep dive into the AudioGen paper, covering topics like audio representation, LSTM, and audio language modeling in under an hour.

• YouTube
• 37 minutes
• On-Demand
• Free Online Course

OpenAI Whisper - Robust Speech Recognition via Large-Scale Weak Supervision

Learn how to build a deep-learning based speech-recognition system. Topics include: dataset collection, evaluation metrics, decoding, model architecture, language detection, and transcriptions. Plus code walk-throughs and scaling laws.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Online Course

BigScience BLOOM - 3D Parallelism Explained - Large Language Models - ML Coding Series

Explore 3D parallelism in large language models with Aleksa Gordić's 1-2 hour material, focusing on pipeline, model, and data parallelism in BigScience's BLOOM model codebase.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Online Course

Open Pretrained Transformer - ML Coding Series

Dive deep into the Open Pretrained Transformer codebase with Aleksa Gordić. Learn setup, training, and key concepts like mixed precision training in 1-2 hours.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Online Course

Training Large Language Models - GPT-NeoX-20B, BigScience BLOOM, OPT-175B Explained

Explore large language models with Aleksa Gordić's AI Epiphany, covering 3 projects/papers, their challenges, and insights in under an hour.

• YouTube
• 47 minutes
• On-Demand
• Free Online Course

Get Started With Stable Diffusion - Code, HF Spaces, Diffusers Notebooks

Learn Stable Diffusion in under an hour with Aleksa Gordić's AI Epiphany, exploring HuggingFace Spaces, diffusers Colab notebooks, and local code execution.

• YouTube
• 40 minutes
• On-Demand
• Free Online Course

Ultimate Guide to Scaling ML Models - Megatron-LM - ZeRO - DeepSpeed - Mixed Precision

Learn to scale ML models to trillions of parameters with Aleksa Gordić's 1-2 hour guide, covering data parallelism, model parallelism, activation checkpointing, and mixed precision training.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Online Course

DALL-E Mini Explained - ML Coding Series

Explore DALL-E mini project's open-source implementation with Aleksa Gordić. Understand VQ-GAN, BART, GLU, and delve into the actual code in a 1-2 hour study.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Online Course

Diffusion Models Beat GANs on Image Synthesis - ML Coding Series - Part 2

Explore diffusion models in image synthesis with Aleksa Gordić's 1-2 hour material, covering classifier guidance, noise-aware training, and code debugging.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Online Course

End to End Object Detection With Transformers

Master object detection with Facebook's DETR model in this 1-2 hour material by The AI Epiphany. Learn through a detailed code walkthrough, visualizing attention, and loss calculation.

• YouTube
• 1 hour 43 minutes
• On-Demand
• Free Online Course

NeuroEvolution of Augmenting Topologies and Compositional Pattern Producing Networks

Explore NEAT and CPPN concepts with Aleksa Gordić's AI Epiphany in under an hour. Learn about network weights, architectures, and developmental biology models.

• YouTube
• 58 minutes
• On-Demand
• Free Online Course