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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.
Learn to build web apps using Streamlit and HuggingFace Inference API with Python, including setting up a conda environment and Git versioning, in this 1-2 hour program by Aleksa Gordić.
Learn to build an ML-powered app with high automation in under an hour with Aleksa Gordić from The AI Epiphany.
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.
Explore neural audio compression with Aleksa Gordić's concise guide, covering key concepts, code walkthroughs, and practical applications in under an hour.
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.
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.
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.
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.
Explore large language models with Aleksa Gordić's AI Epiphany, covering 3 projects/papers, their challenges, and insights in under an hour.
Learn Stable Diffusion in under an hour with Aleksa Gordić's AI Epiphany, exploring HuggingFace Spaces, diffusers Colab notebooks, and local code execution.
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.
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.
Explore diffusion models in image synthesis with Aleksa Gordić's 1-2 hour material, covering classifier guidance, noise-aware training, and code debugging.
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.
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