Demystifying the Receiver Operating Characteristic (ROC) Curve
Author(s): Tan Pengshi Alvin Originally published on Towards AI. Interpreting the metrics behind a supervised classification model, in particular, the ROC curve and AUCImage by Chris Martin from Pixabay One of the most common and widely applicable themes in Artificial Intelligence is …
Self-Attention in Transformers: Computation Logic and Implementation
Author(s): Anthony Demeusy Originally published on Towards AI. Self-attention untangles the relationships between tokens in deep learning Attention serves as a fundamental concept for transformer architecture and for Large Language Models, playing a pivotal role in capturing dependencies between different words in …
Pandas vs Polars? Bid Adieu to Pandas and Switch To Polars!
Author(s): Saankhya Mondal Originally published on Towards AI. Dealing with tabular data? Pandas is the first Python library youβll come across when dealing with tabular data preprocessing. Itβs one of the most popular libraries used in Data Science. Pandas is the go-to …
How Machine Learning Detects Phishing Attacks
Author(s): Eera Bhatt Originally published on Towards AI. Especially since the COVID-19 epidemic, we have relied on the Internet for so many of our daily services like banking, entertainment, and social networking. Sadly, cyber attackers take advantage of this by trying out …
Crossing Boundaries or Building Walls? The Declining Interdisciplinarity of NLP
Author(s): Salvatore Raieli Originally published on Towards AI. In a deluge of information, research is becoming more and more isolated, and this is a problemPhoto by George Rosema on Unsplash Communication β the human connection β is the key to personal and …
A Comprehensive Comparison Between OPen-Source Vector Databases
Author(s): Youssef Hosni Originally published on Towards AI. A Comparison Between Chroma, Milvus, Faiss, and Weaviate Vector Databases Semantic search and retrieval-augmented generation (RAG) are revolutionizing the way we interact online. However, the backbone enabling these groundbreaking advancements is often overlooked: vector …
Llama 3 + Groq is the AI Heaven
Author(s): Vatsal Saglani Originally published on Towards AI. Llama 3 shines on Groq with blazing generationImage generated via ChatGPT In this blog, weβll create a backend for Generative AI News Search. Weβll be using Metaβs Llama-3 8B model served via Groqβs LPU. …
How to build an Air-gapped LLM-based AI Chatbot in Containers Step-by-Step
Author(s): MΓ©lony Qin (aka cloudmelon) Originally published on Towards AI. As AI tools become increasingly popular, they play an important role in boosting our productivity in everyday tasks. However, bringing them into professional settings faces challenges because they need internet access, and …
Buckle Up For Beautiful Python Plotly Mapping With GPT-4 Prompting
Author(s): John Loewen, PhD Originally published on Towards AI. On-the-fly interactive choropleth and bubble map codeDall-E image: impressionist painting of mapping global undernourishment GPT-4 prompting for Python code generation has drastically expedited my coding workflow. I use GPT-4 with interactive libraries like …
Overcoming LLMsβ Analytic Limitations Through Suitable Integrations
Author(s): Meghdad Farahmand Ph.D. Originally published on Towards AI. An idea of Text Analysis. Created by Dolly. Introduction Despite their significant power and remarkable potential to become our only go-to solution for many of our AI and data-related problems in the near …
The Infamous Attention Mechanism in the Transformer Architecture
Author(s): Arion Das Originally published on Towards AI. TRANSFORMER ARCHITECTURE from source THE WHY & WHEN? It all started with a problem. How do you play around with sequential data?! People had the architecture to work with regression and classification problems, but …
Moral Decision-Making in Autonomous Vehicles
Author(s): Nimit Bhardwaj Originally published on Towards AI. Moral Decision-Making in Autonomous Vehicles Autonomous vehicles (AVs) have long sparked debate around the ethics of transferred decision-making autonomy on roads. Within this terminology though, sits different levels of autonomy. The Society of Automotive …
Top 10 Generative AI Companies Revealed
Author(s): Jennifer Wales Originally published on Towards AI. Get a closer view of the top generative AI companies making waves in 2024. They are soaring with career opportunities for certified AI professionals with the best AI certification programs. Open wider doors to …
GROQ β A Quickest and Cheapest LLM Inference
Author(s): M. Haseeb Hassan Originally published on Towards AI. A Game Changer in AI Processing β Speed, Efficiency, and BeyondGROQ β A quickest and cheapest LLM Inference Platform Groq recently received much attention as one of the quickest LLM Inference methods available. …
Turn any YT Video into a Content-Making Machine with Claude-3 and Lightning AI
Author(s): Tim Cvetko Originally published on Towards AI. On Feb 20, Karpathy released an extensive YouTube video building the GPT-3 Tokenizer from scratch. Example of a 2h13 video converted in a blog post (featuring screenshots and code) with Claude 3 Opus On …