### Interpret any PyTorch Model Using W&B Embedding Projector [LEARN MORE](/content/wandb_fc/embedding_projector/reports/Interpret-any-PyTorch-Model-Using-W-B-Embedding-Projector--VmlldzoxNDM3OTc3/index.html) ### How to Initialize Weights in PyTorch [LEARN MORE](/content/wandb_fc/tips/reports/How-to-Initialize-Weights-in-PyTorch--VmlldzoxNjcwOTg1/index.html) --- ## AI agent observability [Evaluations](/content/fully-connected/blog/evals/index.html) [Agents](/content/fully-connected/blog/agents/index.html) [Inference](/content/fully-connected/blog/inference/index.html) [Safety and scoring](/content/fully-connected/blog/safety-scoring/index.html) ## Build models [Computer Vision](/content/fully-connected/blog/computer-vision/index.html) [NLP](/content/fully-connected/blog/nlp/index.html) [MLOps](/content/fully-connected/blog/model-ops/index.html) [LLM](/content/fully-connected/blog/llm/index.html) ### **Getting started with Apple MLX** A guide to Apple's new deep learning framework. 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We will build, train, and evaluate models for medical diagnostics!\ [Feb 07, 2024](/content/byyoung3/ml-news/reports/Skin-Lesion-Classification-on-HAM10000-with-HuggingFace-using-PyTorch-and-W-B--Vmlldzo2NTIyMTc3/index.html) --- ### **How To Check If PyTorch Is Using The GPU** In this tutorial, we walk you through how to check if PyTorch is using your GPU.\ [Nov 07, 2023](/content/ayush-thakur/dl-question-bank/reports/How-To-Check-If-PyTorch-Is-Using-The-GPU--VmlldzoyMDQ0NTU/index.html) ### **A Deep Dive Into Time Masking Using PyTorch** This article delves into time masking techniques in deep learning using PyTorch, exploring strategies, their effects on models, and monitoring with W&B.\ [Oct 20, 2023](/content/mostafaibrahim17/ml-articles/reports/A-Deep-Dive-Into-Time-Masking-Using-PyTorch--Vmlldzo1Njg1Nzc5/index.html) --- ### **Understanding Logits, Sigmoid, Softmax, and Cross-Entropy Loss in Deep Learning** An explainer comparing commonly used functions in ML \ [Jun 02, 2023](/content/amanarora/Written-Reports/reports/Understanding-Logits-Sigmoid-Softmax-and-Cross-Entropy-Loss-in-Deep-Learning--Vmlldzo0NDMzNTU3/index.html) ### **Named Entity Recognition With HuggingFace Using PyTorch and W&B** This article explores Named Entity Recognition (NER) using HuggingFace, PyTorch, and W&B. It covers the process of training a model on the CoNLL2003 dataset and performing NER on example sentences.\ [Jun 01, 2023](/content/mostafaibrahim17/ml-articles/reports/Named-Entity-Recognition-With-HuggingFace-Using-PyTorch-and-W-B--Vmlldzo0NDgzODA2/index.html) ### **Extractive Question Answering With HuggingFace Using PyTorch and W&B** This article explores extractive question answering using HuggingFace Transformers, PyTorch, and W&B. Learn how to build a SOTA question-answering model.\ [May 19, 2023](/content/mostafaibrahim17/ml-articles/reports/Extractive-Question-Answering-With-HuggingFace-Using-PyTorch-and-W-B--Vmlldzo0MzMwOTY5/index.html) ### **Low-Light Image Enhancement: Lighting up Images in the Deep Learning Era** In this article, we explore some deep learning techniques for low-light image enhancement, so that you can enhance images taken under sub-optimal conditions. \ [Apr 04, 2023](/content/ml-colabs/low-light-enhancement/reports/Low-Light-Image-Enhancement-Lighting-up-Images-in-the-Deep-Learning-Era--VmlldzozNzE4Njkz/index.html) --- ### **Why You Should Upgrade Your Code to PyTorch 2.0** Taking PyTorch 2.0 for a spin\ [Apr 03, 2023](/content/capecape/pt2/reports/Why-You-Should-Upgrade-Your-Code-to-PyTorch-2-0--VmlldzozODUyMzcw/index.html) ### **Is PyTorch 2.0 Faster Than PyTorch 1.13?** In this article, we make a comparison between the current stable version of PyTorch 1.13 with the latest announced PyTorch 2.0 to see which performs better.\ [Jan 31, 2023](/content/gladiator/PyTorch%202.0%20Benchmarks%20v2/reports/Is-PyTorch-2-0-Faster-Than-PyTorch-1-13---VmlldzozNDA2MDQz/index.html) ### **Torcheval: The New Metrics Library for PyTorch** Digging into the new metrics library for our PyTorch training loops.\ [Jan 06, 2023](/content/capecape/torcheval/reports/Torcheval-The-New-Metrics-Library-for-PyTorch--VmlldzozMjMzNDYx/index.html) ### **Recommending Amazon Products using Graph Neural Networks in PyTorch Geometric** In this report, we will walk you through how you can leverage PyTorch Geometric along with Weights & Biases to analyse the Amazon products graph and recommend products from the graph.\ [Dec 28, 2022](/content/manan-goel/gnn-recommender/reports/Recommending-Amazon-Products-using-Graph-Neural-Networks-in-PyTorch-Geometric--VmlldzozMTA3MzYw/index.html) ### **How To Eliminate the Data Processing Bottleneck With PyTorch** This article explains how PyTorch seamlessly handles data for us to be able to train our large Deep Learning models efficiently without wasting the GPUs. \ [Aug 09, 2022](/content/srishti-gureja-wandb/posts/How-To-Eliminate-the-Data-Processing-Bottleneck-With-PyTorch--VmlldzoyNDMxNzM1/index.html) ### **How To Write Efficient Training Loops in PyTorch** In this tutorial, we cover how to write extremely memory- and compute-efficient training loops in PyTorch, complete with share code and interactive visualizations.\ [Jul 19, 2022](/content/wandb_fc/tips/reports/How-To-Write-Efficient-Training-Loops-in-PyTorch--VmlldzoyMjg4OTk5/index.html) ### **How To Use Autocast in PyTorch** In this article, we learn how to implement Tensor Autocasting in a short tutorial, complete with code and interactive visualizations, so you can try it yourself. \ [Jul 08, 2022](/content/wandb_fc/tips/reports/How-To-Use-Autocast-in-PyTorch--VmlldzoyMTk4NTky/index.html) ### **How To Implement Gradient Accumulation in PyTorch** In this article, we learn how to implement gradient accumulation in PyTorch in a short tutorial complete with code and interactive visualizations so you can try for yourself. \ [Jul 01, 2022](/content/wandb_fc/tips/reports/How-To-Implement-Gradient-Accumulation-in-PyTorch--VmlldzoyMjMwOTk5/index.html) ### **How to Set Random Seeds in PyTorch and Tensorflow** Learn how to set the random seed for everything in PyTorch and Tensorflow in this short tutorial, which comes complete with code and interactive visualizations.\ [Jun 22, 2022](/content/sauravmaheshkar/RSNA-MICCAI/reports/How-to-Set-Random-Seeds-in-PyTorch-and-Tensorflow--VmlldzoxMDA2MDQy/index.html)