How to Build a Custom Optimizer in PyTorch: 5 Simple Steps
Author(s): Benjamin Bodner Originally published on Towards AI. Leverage Pytorchβs powerful optimization framework to implement your algorithm This member-only story is on us. Upgrade to access all of Medium. Source: Image by author with Dall E 3 Optimization is key in deep …
LLM Finetuning Strategies
Author(s): Raghunaathan Originally published on Towards AI. Image Source: Leonardo.ai Large language models, trained on extensive datasets thanks to organizations like Common Crawl, are capable of performing a multitude of tasks with zero-shot to few-shot prompting. With the rise of retrieval-augmented generation …
5 Myths About Machine Learning You Probably Still Believe!!
Author(s): Harsh Chourasia Originally published on Towards AI. Beyond the Hype: Separating Fact from Fiction in ML This member-only story is on us. Upgrade to access all of Medium. Photo by Arseny Togulev on Unsplash Among the various subdomains of artificial intelligence, …
TAI #118: Open source LLMs progress with Qwen 2.5 and Pixtral 12B
Author(s): Towards AI Editorial Team Originally published on Towards AI. What happened this week in AI by Louie This week, several new strong open-source LLM models were released. Following OpenAIβs huge LLM progress with its o1 βreasoningβ model family last week, it …
LLM Analysis and Evaluation of LangChain and OpenAI RAG using Arize-Phoenix
Author(s): Steve George Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. LLM workflows based on retrieval-augmented generation (RAG) are currently being used at scale in production environments. While token usage and distribution are …
How to Perform Hyperparameter Optimization in PyTorch Using Optuna
Author(s): Benjamin Bodner Originally published on Towards AI. This is how you 10X training speed and boost your modelβs performance. This member-only story is on us. Upgrade to access all of Medium. Source: Image made by author with Dall E 3 All …
Qdrant Plays Mario Kart 64
Author(s): Miguel Otero Pedrido Originally published on Towards AI. An Image Search application using Vector Databases This member-only story is on us. Upgrade to access all of Medium. Source: Image by Ravi Palwe on Unsplash In this article, Iβll introduce you to …
Inside EUREKA: Microsoft Researchβs New Framework for Evaluating Foundation Models
Author(s): Jesus Rodriguez Originally published on Towards AI. Created Using DALL-E I recently started an AI-focused educational newsletter, that already has over 170,000 subscribers. TheSequence is a no-BS (meaning no hype, no news, etc) ML-oriented newsletter that takes 5 minutes to read. …
Why Data Scientists Struggle to Deliver Business Value
Author(s): Cornellius Yudha Wijaya Originally published on Towards AI. And how to overcome itβ¦ This member-only story is on us. Upgrade to access all of Medium. Photo by Microsoft 365 on Unsplash A data science project is unique to the other as …
Explainable AI: From Black Box to Clarity Using Interactive Dashboards
Author(s): Veritas AI Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. AI models, initially designed to solve big and complex problems such as financial market forecasts or disease diagnosis, have thus proven their …
How Iβd Learn to Become a Data Engineer in 2025.
Author(s): Kamireddy Mahendra Originally published on Towards AI. A Clear Guide, If I could start over again from the beginning. This member-only story is on us. Upgrade to access all of Medium. Photo by ThisisEngineering on Unsplash My journey into the world …
Understanding Generative AI as a Beginner: From the Basics to GANs
Author(s): Sarah Lea Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Ever since the hype surrounding ChatGPT and Co, everyone has been talking about Generative AI. Based on a short prompt, machines generate …
The Evolution of Mixture Of Experts: From Basics To Breakthroughs
Author(s): Arpita Vats Originally published on Towards AI. Source: Taxonomy of Mixture of Experts, encompassing MoEs for Vision, LLMs, scaling the LLMs, recommendation systems and various MoE Python Libraries Introduction This recently released study is a comprehensive survey of 80+ Mixture Of …
FastAPI 101 β Part 4: Hello Worldβ¦ Creating Our First API
Author(s): Christian Guerra Originally published on Towards AI. We are officially ready to start building our first API. This member-only story is on us. Upgrade to access all of Medium. I want to show you how to create a machine learning app, …
Not RAG, but RAG Fusion? Understanding Next-Gen Info Retrieval.
Author(s): Surya Maddula Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. AI and Natural Language Processing are advancing at an incredible pace, and now more than ever, we need better and more RELIABLE …