Exploredeep-learning
Explore curated courses, videos, and learning resources related to deep-learning.
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Courses tagged with "deep-learning"
Visualizing Eigenvalues and Eigenvectors: The Essence of Linear Algebra
Master the visual intuition behind eigenvectors and eigenvalues. Learn how linear transformations stretch space, how to calculate eigenvalues, and why an eigenbasis is crucial for simplifying complex computations in physics, machine learning, and high-dimensional vector databases.
Deep Dive into LLMs: Building and Training GPT Models from Scratch
Master the inner workings of Large Language Models by coding a complete GPT-style architecture from scratch. Learn tokenization, multi-head attention, pretraining, and supervised fine-tuning using PyTorch and Python. Build, train, and align your own deep learning models.
Mastering AWS Cloud Foundations: CLF-C02 Certification Prep
Master core AWS services, cloud security, architecture, and billing models to ace the AWS Certified Cloud Practitioner (CLF-C02) exam. This comprehensive, structured guide provides foundational cloud knowledge, practical service overviews, and key exam preparation strategies for success.
Architecting Large Language Models from Scratch: From Perceptrons to Post-Training
Master the inner workings of LLMs by building a GPT-2-style transformer from scratch. Learn neural network fundamentals, GPU optimization, attention mechanisms, pre-training pipelines, instruction tuning, and policy optimization using PyTorch.
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