List: Deep Learning | Curated by Akshaya Balaji

Mar 7, 2024
48 stories
Deep Learning
In
TDS Archive
by
Kasper Groes Albin Ludvigsen
End-to-End NLP Project with Hugging Face, FastAPI, and DockerThis tutorial explains how to build a containerized sentiment analysis API using Hugging Face, FastAPI and Docker
Mar 7, 2024
5
Mar 7, 2024
5
Dr. Gurinderjeet Kaur (Phd, CSE)
“My Journey to Learn Generative AI with LangChain”“Build Large Language Models (LLMs) apps with Python, ChatGPT, and other LLMs”
Jan 20, 2024
Jan 20, 2024
In
TDS Archive
by
Leonie Monigatti
A Guide on 12 Tuning Strategies for Production-Ready RAG ApplicationsHow to improve the performance of your Retrieval-Augmented Generation (RAG) pipeline with these “hyperparameters” and tuning strategies
Dec 6, 2023
16
Dec 6, 2023
16
In
Towards AI
by
Youssef Hosni
A Gentle Introduction to Generative Adversarial Networks (GANs)What is GAN's main component, and how does it work?
Oct 2, 2023
5
Oct 2, 2023
5
In
TDS Archive
by
Samuel Flender
The Multi-Task Optimization ControversyDo we need special algorithms to train models on multiple tasks at the same time?
Sep 29, 2023
1
Sep 29, 2023
1
In
TDS Archive
by
Chaim Rand
PyTorch Model Performance Analysis and OptimizationHow to Use PyTorch Profiler and TensorBoard to Accelerate Training and Reduce Cost
Jun 12, 2023
4
Jun 12, 2023
4
In
TDS Archive
by
Chaim Rand
PyTorch Model Performance Analysis and Optimization — Part 6How to Identify and Analyze Performance Issues in the Backward Pass with PyTorch Profiler, PyTorch Hooks, and TensorBoard
Sep 20, 2023
Sep 20, 2023
In
TDS Archive
by
Sascha Kirch
BYOL -The Alternative to Contrastive Self-Supervised LearningBootstrap Your Own Latent: A New Approach to Self-Supervised Learning by J. Grill et. al.
Sep 7, 2023
2
Sep 7, 2023
2
In
TDS Archive
by
François Porcher
V-Net, U-Net’s big brother in Image SegmentationWelcome to this guide about the V-Net, the cousin of the well known U-Net, for 3D images segmentations. You will know it inside out!
Jul 28, 2023
1
Jul 28, 2023
1
In
TDS Archive
by
Moein Shariatnia
Implementing math in deep learning papers into efficient PyTorch code: SimCLR Contrastive LossImplementing the math in papers into PyTorch / TF code will improve your coding skills and understanding of the workings of deep models.
Jul 5, 2023
2
Jul 5, 2023
2
In
TDS Archive
by
Andre Ye
Recurrent Neural Networks, Explained and Visualized from the Ground UpWith an application to machine translation
Jun 22, 2023
Jun 22, 2023
In
TDS Archive
by
Pietro Barbiero
Implement interpretable neural models in PyTorch!Hands-on tutorials to implement interpretable concept-based models with the “PyTorch, Explain!” library.
May 29, 2023
2
May 29, 2023
2
In
TDS Archive
by
Chris Mingard
Train ImageNet without Hyperparameters with Automatic Gradient DescentTowards architecture-aware optimisation
Apr 19, 2023
Apr 19, 2023
In
TDS Archive
by
Pol Marin
Gradient Descent Algorithm 101Understand the optimization algorithm widely used in Machine and Deep Learning
Apr 25, 2023
Apr 25, 2023
In
TDS Archive
by
Michael Bronstein
Hyperbolic Deep Reinforcement LearningMany RL problems have hierarchical tree-like nature. Hyperbolic geometry offers a powerful prior for such problems.
Apr 30, 2023
4
Apr 30, 2023
4
In
TDS Archive
by
Joseph Robinson, Ph.D.
From Basic Gates to Deep Neural Networks: The Definitive Perceptron TutorialDemystifying Mathematics, Binary Classification, and Logic Gates
Apr 28, 2023
5
Apr 28, 2023
5
In
TDS Archive
by
Wei-Meng Lee
Implementing Deep Learning Using fastai — Image ClassificationGet a head-start in deep learning quickly and easily without wading through all the details
Apr 19, 2023
Apr 19, 2023
In
TDS Archive
by
Tomaz Bratanic
Implementing a sales & support agent with LangChainLearn how to develop a chatbot that can answer questions based on the information provided in your company’s documentation
Apr 19, 2023
9
Apr 19, 2023
9
Amrit Sahu
DL Infra Series: CUDA Programming — Part 3Page Tables, Memory Management in CUDA, Asynchronous Prefetching
Apr 19, 2023
Apr 19, 2023
Amrit Sahu
DL Infra Series: C++ Concepts — 1Deep dive into infrastructure involved behind DL systems
Apr 4, 2023
Apr 4, 2023