Skip to main content
← All Tags

Deep Learning

15 articles in this category

AI NewsArtificial IntelligenceDeep Learning

Implementing End-to-End Brain Decoding from MEG Signals with NeuralSet and CNNs

Learn to decode linguistic features from MEG brain signals using NeuralSet and a custom convolutional neural network for word length prediction.

Read more
AI NewsArtificial IntelligenceDeep Learning

Mastering Equinox: A JAX-Native Neural Network Library for Flexible Research

Learn to build stateful ResNetMLP models using Equinox's PyTree-based architecture and filtered JAX transformations for efficient training.

Read more
AI NewsDeep LearningAI Infrastructure

Building Transformer-Based NQS for Frustrated Spin Systems with NetKet

Build research-grade Transformer-based NQS using NetKet and JAX to solve frustrated J1-J2 spin chains with Variational Monte Carlo.

Read more
AI NewsArtificial IntelligenceDeep Learning

OpenAI Launches GPT-Rosalind: Specialized AI for Drug Discovery and Genomics

OpenAI launches GPT-Rosalind, a life sciences model achieving 95th percentile performance against human experts in RNA sequence-to-function prediction.

Read more
AI NewsArtificial IntelligenceDeep Learning

Mastering NVIDIA PhysicsNeMo for Darcy Flow and Neural Operators

Implement NVIDIA PhysicsNeMo to solve 2D Darcy Flow using FNOs and PINNs, featuring a full benchmark of inference speeds and model comparisons.

Read more
AI NewsDeep LearningMachine Learning

Knowledge Distillation: Compressing Ensemble Intelligence for Efficient AI Deployment

Learn how knowledge distillation recovers 53.8% of an ensemble's accuracy edge while achieving 160x model compression for production.

Read more
AI NewsAI InfrastructureDeep Learning

Optimizing Deep Learning Workflows with NVIDIA Transformer Engine: FP8 and Mixed Precision Implementation

Learn to implement NVIDIA Transformer Engine with FP8 precision to accelerate training while maintaining accuracy through a robust fallback-enabled workflow.

Read more
AI NewsDeep LearningMachine Learning

Meet SymTorch: A PyTorch Library for Translating Deep Learning Models into Mathematical Equations

Cambridge Researchers introduce SymTorch, a library using symbolic regression to translate PyTorch models into closed-form equations, achieving an 8.3% throughput increase in LLM inference benchmarks.

Read more
AI NewsComputer VisionDeep Learning

Training Text-to-Image Models: Key Takeaways from Ablations

Researchers achieve significant gains in text-to-image model training with representation alignment and better latents/tokenizers, improving quality and reducing training time.

Read more
AI NewsDeep LearningSecurity

A Coding Guide to Demonstrate Targeted Data Poisoning Attacks in Deep Learning

This tutorial demonstrates a data poisoning attack on CIFAR-10 using PyTorch, achieving targeted misclassification with a 40% poison ratio.

Read more
AI NewsDeep LearningComputer Vision

My Model Cheated: How Grad-CAM Exposed a 95% Accuracy Lie

A 95% accuracy Deep Learning model for car damage classification was exposed as biased by Grad-CAM analysis.

Read more
AI NewsTutorialsDeep Learning

How to Implement Functional Components of Transformer and Mini-GPT Model from Scratch Using Tinygrad

This tutorial demonstrates building a Mini-GPT model from scratch with Tinygrad, achieving a model with 18,816 parameters.

Read more
AI NewsMachine LearningDeep Learning

Build and Train Advanced Architectures with Residual Connections, Self-Attention, and Adaptive Optimization Using JAX, Flax, and Optax

A JAX-based tutorial implements self-attention and residual blocks, achieving 92% accuracy on synthetic data with adaptive optimization.

Read more
AI NewsMathematicsDeep Learning

AI for Math Initiative Accelerates Mathematical Discovery

Google DeepMind and Google.org launch the AI for Math Initiative, uniting five leading research institutions to advance mathematical research through AI.

Read more
AI NewsMachine LearningDeep Learning

The Rise of Multimodal AI Systems

Exploring the latest developments in multimodal AI that can process and understand text, images, audio, and video simultaneously.

Read more