Preference Alignment
Author(s): Sarvesh Khetan Originally published on Towards AI. Preference Alignment Reinforcement Learning with Human Feedback (RLHF) Table of Content Prerequisites Method 1— Preference Alignment using Reinforcement Learning with Human Feedback (RLHF) Algorithm2.a. LLM as Reinforcement Learning Agent 2.b. Reward Modelling using Supervised …
Analyze Data Like A Python Pro
Author(s): Katlego Thobye Originally published on Towards AI. Create a Cheat Sheet and Stop Googling the Docs This member-only story is on us. Upgrade to access all of Medium. Photo by Mathew Schwartz on Unsplash I remember drowning in online searches for …
The Complexities of Trend Detection in Time Series Data
Author(s): Lily Chen Originally published on Towards AI. One common use case of working with time series data is trend detection, or trend analysis. A real life example is looking at memory data to see if a service is experiencing a memory …
Freelancing in AI/ML: Building Projects That Stand Out
Author(s): Aleti Adarsh Originally published on Towards AI. Have You Ever Wondered Why Some AI/ML Freelancers Succeed While Others Struggle? This member-only story is on us. Upgrade to access all of Medium. Let’s be real — getting into AI/ML freelancing sounds exciting, …
Efficient Training Engine (ETE) for Large Deep Learning Models
Author(s): Sarvesh Khetan Originally published on Towards AI. Table of Contents : There are many ways to efficiently train a large DL model 1. Parallel / Distributed Training Distributed Data Parallelism (DDP)a. DDP Algorithm Intuitionb. DDP Algorithmc. Code Implementation Model Parallelism (MP)a. …
Tired of LLM Chaos? LiteLLM Should Be Your Default
Author(s): Mandar Karhade, MD. PhD. Originally published on Towards AI. Stop juggling multiple LLM APIs and their “standards” This member-only story is on us. Upgrade to access all of Medium. Large Language Models (LLMs) are revolutionizing everything from content creation to customer …
Scale HUMAN animations with OmniHuman-1 (Technical Review)
Author(s): Deltan Lobo Originally published on Towards AI. Rethinking the Scaling-Up of One-Stage Conditioned Human Animation Models This member-only story is on us. Upgrade to access all of Medium. Image courtesy: OmniHuman-1 paper Video generation models have been fun till now. We’ve …
🚀 MLflow Experiment Tracking: The Ultimate Beginner’s Guide to Streamlining ML Workflows
Author(s): Harshit Kandoi Originally published on Towards AI. 🚀 MLflow Experiment Tracking: The Ultimate Beginner’s Guide to Streamlining ML Workflows Photo by Alvaro Reyes on Unsplash Introduction Have you ever felt that you were losing command over your machine-learning projects? You might …
AI Agents with AutoGen on Azure Functions
Author(s): Naveen Krishnan Originally published on Towards AI. This comprehensive guide walks you through building and deploying an AutoGen 0.4 multi-agent application on Azure Functions Image Source: unspalsh.com The accompanying code for this tutorial is: here The serverless computing and advanced AI …
Why Binary Cross-Entropy Matters: A Guide for Data Scientists
Author(s): Niklas Lang Originally published on Towards AI. The Mathematics, Intuition, and Implementation of BCE in ML This member-only story is on us. Upgrade to access all of Medium. Photo by Kirk Cameron on Unsplash For machine learning models to learn and …
.NN#4 — Neural Networks Decoded: Concepts Over Code
Author(s): RSD Studio.ai Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Source: Scaler In our ongoing journey to decode the inner workings of neural networks, we’ve explored the fundamental building blocks — the …
A Layman’s Guide to Complex Systems: Introducing MLM & Mantic
Author(s): Cole Williams Originally published on Towards AI. “Every attempt to escape the box simply reveals the patterns of a grander architecture — there is no ‘outside,’ only larger containers of thought.” Fitting MLM & Mantic Into the Pattern Architecture Season 1, …
Data Science for Humanity: One of the First-Ever Machine Learning Models to Aid in the War Crisis- Russian Ukrainian
Author(s): MSVPJ Sathvik Originally published on Towards AI. We have all been seeing the transformation of data science from being used extensively in technical domains for analysis to being used as an excellent tool for solving social and global issues. It has …
7 Practical PyTorch Tips for Smoother Development and Better Performance
Author(s): Akhil Theerthala Originally published on Towards AI. Things I wish someone listed down. This member-only story is on us. Upgrade to access all of Medium. PyTorch Logo. Source: Internet. PyTorch is a surprisingly simple language that allows you to train a …
Country Recognition and Geolocated Sentiment Analysis Using the RoBERTa Model
Author(s): Pedro Markovicz Originally published on Towards AI. Country Recognition and Geolocated Sentiment Analysis Using the RoBERTa Model Have you ever wondered how public opinion about a country shapes its global image? From travel reviews to political debates on social media, people’s …
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