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The Fundamental Mathematics of Machine Learning
Author(s): Joseph Robinson, Ph.D. Originally published on Towards AI. A Deep Dive into Vector Norms, Linear Algebra, CalculusA visual depiction of linear algebra transformations is covered in this blog (source). · Overview ∘ Brief Overview of the Importance of Math in ML· …
Built-In AI Web APIs Will Enable A New Generation Of AI Startups
Author(s): Lorenzo Zarantonello Originally published on Towards AI. Built-in AI will allow websites to run various AI tasks on-device — Google built-in AI concept for the browser. AI models are getting bigger and better by the day. Asking what the “best” frontier …
Auditing Predictive A.I. Models for Bias and Fairness
Author(s): Eera Bhatt Originally published on Towards AI. Recently, two authors published a paper with guidance for conducting audits on predictive A.I. models to improve their ethics. In our case, an audit is an inspection of a predictive model just to evaluate …
Why is Llama 3.1 Such a Big deal?
Author(s): Louis-François Bouchard Originally published on Towards AI. 10 (+1) questions managers and leaders should know about Llama 3.1 Note: this post was written by 3 ML & AI engineers behind the High Learning Rate newsletter. Good morning everyone! As you probably …
5 AI Real-World Projects To Set Foot in The Door
Author(s): Lan Chu Originally published on Towards AI. Don’t just learn Data Science — do it! The best way to do Data science is to build real-world projects that spark your passion and truly resonate with you. No matter where you are …
#33 Is LoRA the Right Alternative to Full Fine-Tuning?
Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, AI enthusiasts! We are trying something new in this issue and focusing on deeper discussions on LLM essentials like prompting, LoRA, vector search, and more. I also shared a bunch …
Important LLMs Papers for the Week from 15/07 to 21/07
Author(s): Youssef Hosni Originally published on Towards AI. Stay Updated with Recent Large Language Models Research Large language models (LLMs) have advanced rapidly in recent years. As new generations of models are developed, researchers and engineers need to stay informed on the …
Detailed Guide of How To Set up MLflow on GCP in a Secure Way
Author(s): Yuki Shizuya Originally published on Towards AI. Photo by Josh Redd on Unsplash Introduction I recently needed to set up an environment of MLflow, a popular open-source MLOps platform, for internal team use. We generally use GCP as an experimental platform, …
Top 5 OpenAI API Alternatives Everyone Should Know About
Author(s): Artem Shelamanov Originally published on Towards AI. We all know how easy it is to use OpenAI API. You get your API key, pip-install openai library, write 5 lines of code and you’re done. But after some time, you encounter these …
Unraveling the Black Box: Explainability in Generative AI — Part 1
Author(s): saeed garmsiri Originally published on Towards AI. Photo by Kelli McClintock on Unsplash Hey everyone, thanks for reading another one of my articles! Remember in the last article we did a deep dive into SHAP and LIME? Well, get ready because …
Improving RAG Answer Quality Through Complex Reasoning
Author(s): Sachin Khandewal Originally published on Towards AI. TLDR; In this article, we will explain multi-hop retrieval and how it can be leveraged to build RAG systems that require complex reasoning We will showcase the technique by building a Q&A chatbot in …
Let us Look at Change Detection and Machine Learning.
Author(s): Stephen Chege-Tierra Insights Originally published on Towards AI. Created by the author with DALL E-3 Let me ask you a question: have you ever visited your old childhood neighborhood and been stunned by the changes it has undergone, it looks unrecognizable. …
Low-cost, Low-latency, Customizable Chatbots for Your Websites and Web Apps Using GPT-4o mini
Author(s): LucianoSphere (Luciano Abriata, PhD) Originally published on Towards AI. Spend fractions of cents per user interaction and make them fast and efficient, providing a fluent experience Look at the following conversation. It’s me trying out my website’s chatbot after upgrading it …
Top Important Computer Vision Papers for the Week from 15/07 to 21/07
Author(s): Youssef Hosni Originally published on Towards AI. Stay Updated with Recent Computer Vision Research Every week, researchers from top research labs, companies, and universities publish exciting breakthroughs in various topics such as diffusion models, vision language models, image editing and generation, …
RouteLLM: How I Route to The Best Model to Cut API Costs
Author(s): Gao Dalie (高達烈) Originally published on Towards AI. large language models have shown amazing capabilities in a variety of tasks, but there is a big difference in their cost and capabilities. Claude 3 Opus, GPT-4, and others are high in performance, …
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