Artificial Intelligence
- Introduction
- Machine Learning
- Transformers Library
- LLMOps
- The MAD (ML/AI/Data) Landscape
- OpenAI
- Kubernetes and AI
- IaC Terraform and AI
- IaC CloudFormation and AI
- Programming
- Medical Imaging
- Computer Vision
- AIOps
- Other Tools
- Videos
Introduction
- guru99.com: Artificial Intelligence Tutorial for Beginners: Learn Basics of AI 🌟🌟🌟
- technologyreview.com: Andrew Ng: Forget about building an AI-first business. Start with a mission 🌟 An AI pioneer reflects on how companies can use machine learning to transform their operations and solve critical problems.
- technologyreview.es: “Las empresas que empiezan a lo grande con la IA fracasan más” 🌟 El pionero de la inteligencia artificial Andrew Ng asegura que es más importante tener buenos datos, aunque sean escasos, que muchos, pero mal etiquetados. Cree que todas las empresas deben empezar a pensar en la tecnología con proyectos rápidos, pero pequeños, y escalarlos si resulta que funcionan.
- cio.com: Make Better AI Infrastructure Decisions: Why Hybrid Cloud is a Solid Fit 🌟 The unique demands of AI workloads drive increasing popularity of pairing on-premises infrastructure with cloud.
- hipertextual.com: Diferencias entre Inteligencia Artificial, Machine Learning y Deep Learning
- businessinsider.es: Los ingenieros de software están aterrorizados ante la posibilidad de ser sustituidos por la IA
- computerhoy.com: ¿Qué es el ‘Deep Learning’ y por qué se considera una revolución en la inteligencia artificial?
- poloclub.github.io: What is a Convolutional Neural Network?
- freecodecamp.org: Ace Your Deep Learning Job Interview
- freecodecamp.org: Deep Learning Fundamentals Handbook – What You Need to Know to Start Your Career in AI
- aman.ai/primers/ai: Distilled AI Here’s a hand-picked selection of articles on AI fundamentals/concepts that cover the entire process of building neural nets to training them to evaluating results.
- forbesargentina.com: Por qué Nvidia, Google y Microsoft apuestan miles de millones en modelos LLM de IA Generativa para biotecnología
- youtube: AWS re:Invent 2023 - From hype to impact: Building a generative AI architecture (ARC217) Generative AI represents a paradigm shift for how companies operate today. Generative AI is empowering developers to reimagine customer experiences and applications while transforming virtually every industry. Organizations are rapidly innovating to create the right architecture for scaling generative AI securely, economically, and responsibly to deliver business value. In this talk, learn how leaders are modernizing their data foundation, selecting industry-leading foundation models, and deploying purpose-built accelerators to unlock the possibilities of generative AI.
Machine Learning
- github.com/microsoft/ML-For-Beginners: Machine Learning for Beginners - A Curriculum
- amazon.science/base-tts-samples BASE TTS: Audio samples. Audio samples for the paper BASE TTS: Lessons from building a billion-parameter text-to-speech model on 100K hours of data.
Transformers Library
- github.com/NielsRogge/Transformers-Tutorials
- aman.ai: Transformers
- aman.ai: Primers • Bidirectional Encoder Representations from Transformers (BERT)
- aman.ai: Primers • Generative Pre-trained Transformer (GPT)
LLMOps
- github.com/tensorchord/Awesome-LLMOps: Awesome LLMOps An awesome & curated list of best LLMOps tools for developers
- valohai.com/blog/llmops/ LLMOps: MLOps for Large Language Models
- github.com/mlabonne/llm-course Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
- itnext.io: Deploy Flexible and Custom Setups with Anything LLM on Kubernetes Step-by-Step Guide to Deploy Anything LLM with OpenAI, Azure AI, and Ollama
The MAD (ML/AI/Data) Landscape
OpenAI
- github.com/openai/openai-cookbook: OpenAI Cookbook Examples and guides for using the OpenAI API
- xataka.com: Microsoft no quiere poner todos los huevos en la misma cesta: anuncia una asociación con Mistral AI, la OpenAI de Europa
- Mistral AI accederá a la infraestructura en la nube de Azure AI para desarrollar sus modelos y ofrecerlos comercialmente
- La startup, con sede en París, acaba de lanzar su modelo de lenguaje Mistral Large y su chatbot conversacional Le Chat
Kubernetes and AI
- k8sgpt.ai k8sgpt is a tool for scanning your kubernetes clusters, diagnosing and triaging issues in simple english. It has SRE experience codified into its analyzers and helps to pull out the most relevant information to enrich it with AI.
- collabnix.com: The Rise of Kubernetes and AI – Kubectl OpenAI plugin
IaC Terraform and AI
IaC CloudFormation and AI
Programming
Medical Imaging
Computer Vision
- github.com/SkalskiP/top-cvpr-2023-papers This repository is a curated collection of the most exciting and influential CVPR 2023 papers.
AIOps
- apmdigest.com: What Can AIOps Do For IT Ops? - Part 1
- thenewstack.io: The Urgency Driving AIOps into Your Enterprise
- thenewstack.io: Intelligent Automation: What’s the Missing Piece of AIOps?
- infoworld.com: 5 best practices for securing CI/CD pipelines Build in security from the beginning with continuous testing, automation, zero trust, and AIops.
- infoq.com: AIOps: Site Reliability Engineering at Scale
- hashicorp.com: Accelerating AI adoption on Azure with Terraform
- hashicorp.com: AI for infrastructure management Accelerate your IT operations and support AIOps implementation with HashiCorp.
- platformengineering.org: AI is changing the future of platform engineering. Are you ready? AI is changing the future of platform engineering. And the future is much closer than you might think.
- aws.amazon.com/blogs/industries: BMW Group Develops a GenAI Assistant to Accelerate Infrastructure Optimization on AWS
Other Tools
- github.com/jupyterlab/jupyter-ai A generative AI extension for JupyterLab
- k8sgpt.ai K8sGPT is a tool for scanning your kubernetes clusters, diagnosing and triaging issues in simple english. It has SRE experience codified into its analyzers and helps to pull out the most relevant information to enrich it with AI.
- github.com/XingangPan/DragGAN Drag Your GAN: Interactive Point-based Manipulation on the Generative Image Manifold