How He Went From Business Analyst to ML Engineer at Google
Author(s): Boris Meinardus Originally published on Towards AI. Top highlight Can I transition from a non-technical role such as a business analyst to an ML engineering role without a Computer Science undergraduate degree? The answer is, yes. But only if you know …
Living with AGI: Is it Possible?
Author(s): Thenusan Santhirakumar Originally published on Towards AI. Ethical Considerations for a World with Artificial General Intelligence Artificial General Intelligence (AGI) is a concept that might be new to some, including myself. However, it represents a significant leap in the evolution of …
Build and Run Data Pipelines with Sagemaker Pipelines
Author(s): Jake Teo Originally published on Towards AI. Leverage AWSβs MLOps Platform to run on your large data processing workloads seamlesslyImage from Amazonβs sagemaker official website [1] In this article, I will show how you can run long-running, repetitive, centrally managed and …
Zero-Shot Audio Classification Using HuggingFace CLAP Open-Source Model
Author(s): Youssef Hosni Originally published on Towards AI. Zero-shot audio classification tasks present a significant challenge in machine learning, particularly when labeled data is scarce. This article explores the application of Hugging Faceβs open-source models, specifically the Contrastive Language-Audio Pretraining (CLAP) models, …
How Artificial Intelligence Detects Child Abuse (And Why Itβs Hard To)
Author(s): Eera Bhatt Originally published on Towards AI. According to the CDC, at least one in every seven children was abused or neglected over a year, so this is a serious problem that needs attention. With artificial intelligence, models can be developed …
Whisper.cpp + Llama.cpp + ElevenLabs: Local GPT-4o-like Voice Heaven
Author(s): Vatsal Saglani Originally published on Towards AI. Building a voice-driven assistant for Q&A on YouTube videosImage generated by ChatGPT The GPT-4o (omni) and Gemini-1.5 release has created quite a lot of buzz in the GenAI space. Both of these models have …
Exciting New Methods for Efficient Fine-Tuning of LLMs using PEFT (BOFT, VeRA, and PiSSA)
Author(s): Mandar Karhade, MD. PhD. Originally published on Towards AI. The latest update to Huggingfaceβs PEFT v0.11.0 introduces several new Parameter-Efficient Fine-Tuning (PEFT) techniques (BOFT, VeRA, and PiSSA) PEFT has been at the forefront of fine-tuning techniques due to its relative simplicity …
Intro to DSPy: Simple Ideas To Improve Your RAG
Author(s): Gao Dalie (ι«ιη) Originally published on Towards AI. Language models (LMs) like GPT-4 have transformed how we interact with machine learning systems, tackling tasks from code generation to creating detailed travel plans. However, these models often need help with reliability issues, …
Top Important LLM Papers for the Week from 06/05 to 12/05
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 …
Crafting QA Tool with Reading Abilities Using RAG and Text-to-Speech
Author(s): Cornellius Yudha Wijaya Originally published on Towards AI. Develop your QA Chat Tool with the latest advancements in AI research.Image generated with ideogram.ai We have been in a year where LLM has been used massively by many companies. From simple search …
Few Shot NLP Intent Classification
Author(s): Marie Stephen Leo Originally published on Towards AI. Comparing SetFit, FastFit, and Semantic Router to find the best NLP chatbot intent detection algorithmImage generated by Author using ChatGPT In the pre-ChatGPT era, chatbot frameworks like Dialogflow and Rasa used intent detection …
Kubernetes 101: Grasping the Fundamentals ☸οΈ
Author(s): Afaque Umer Originally published on Towards AI. Kubernetes 101: Grasping the Fundamentals ☸οΈ Photo by Andrea Zanenga on Unsplash The Problem βοΈ Itβs no secret that the craze for running containerized applications has surged in recent years. The demand for container …
Llama 3 + Llama.cpp is the local AI Heaven
Author(s): Vatsal Saglani Originally published on Towards AI. Build a fully local (nano) DiagramGPT using Llama 3 8B and learn about inline function callingImage by ChatGPT This is the third time in three weeks that Iβm writing about developing AI-powered or GenAI-powered …
How to Optimize Chunk Size for RAG in Production?
Author(s): Mandar Karhade, MD. PhD. Originally published on Towards AI. The chunk size can make or break the retrieval. Here is how to determine the best chunk size for your use case. Today, we will examine chunk-size optimization during the development of …
Building LLM Agents Using LangChain & OpenAI API
Author(s): Youssef Hosni Originally published on Towards AI. When we think about large language models (LLM), we often imagine them as super-smart databases filled with internet knowledge, ready to answer any question we throw at them. But the reality is that they …
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