30-day study plan to learn AI and Machine Learning
Bookmark for reference π
Day 1: Introduction to AI and ML
β’ Objective: Understand AI, ML, and Deep Learning (DL)
β’ Task: Read the introductory chapter of βArtificial Intelligence: A Guide for Thinking Humansβ by Melanie Mitchell.
β’ Exercise: Summarize the differences between AI, ML, and DL.
Mar 31 β’ 6 tweets β’ 3 min read
Stop LLM hallucination with this Python library
Outlines is a Python library that makes text generated by large language models (LLMs) more consistent and predictable.
It lets you control how LLMs generate text, making sure they follow a specific, expected format.
In this post, you'll read about:
1. Make LLMs answer MCQs without Hallucination 2. Make LLMs generate efficient JSON 3. Prompt Management with Templates
Before you move forward, subscribe to Unwind AI for more such AI updates: unwindai.substack.com
Mar 2 β’ 10 tweets β’ 2 min read
Support Vector Machines (SVM) Clearly Explained with Python Code:
What is SVM?
SVM is a supervised ML algorithm primarily used for classification tasks.
Imagine you're at a party, and you want to separate the pizza lovers from the burger lovers. SVM is the friend who draws the perfect line to divide them neatly.
Jan 20 β’ 5 tweets β’ 2 min read
Drag & Drop to build AI agents π€―
Meet n8n, a visual UI for building AI agents with LangChain without writing a single line of Python code.
Want to build automation around LLM apps with Nocode, get started now:
How does it work?
1. Connect & Set Up: Choose your n8n experience and set triggers to fetch data across apps.
2. Integrate Using App Nodes: Utilize 400+ app nodes to manage your data.
3. Automate: Let your workflow handle tasks, from monthly sync to massive data executions.
Oct 29, 2023 β’ 5 tweets β’ 2 min read
ChatGPT just went FULLY multimodal π€―
With one update, OpenAI killed 1000s of AI startups. ChatGPTβs strategy: Consolidate, Innovate, & Dominate.
ChatGPT becomes the ultimate AI super-app combining Midjourney, PDF Chat, Perplexity AI, and advanced Data analysis all in one app.
Hereβs is what you can do with multimodal ChatGPT (Example by @ldjconfirmed)
Generate Image, Edit images with text, chat with images, documents and so much more π€―
Oct 10, 2023 β’ 6 tweets β’ 3 min read
Drag & Drop to build AI agents π€―
Introducing n8n, a visual UI for building AI agents with LangChain without writing a single line of Python code.
Now build automation around LLM apps with NoCode and give superpowers to ChatGPT.
How does it work?
1. Connect & Set Up: Choose your n8n experience and set triggers to fetch data across apps.
2. Integrate Using App Nodes: Utilize 400+ app nodes to manage your data.
3. Automate: Let your workflow handle tasks, from monthly sync to massive data executions.
Jul 24, 2023 β’ 7 tweets β’ 2 min read
LLMOps is the holy grail for deploying LLMs in Production.
Here is the roadmap to go from playground to production:
Platforms for LLMs
Think of LLM platforms as your personal Formula 1 pit crew - managing the heavy-lifting of infrastructure, fine-tuning, versioning, and deployment. They come in two flavors:
It has already taken the internet by storm and blowing everyone's mind!
Here are 15 amazing things that it can do: https://t.co/9toL4OWCxstwitter.com/i/web/status/1β¦
Bookmark this thread to come to back to when you experiment with Code Interpreter.
In this thread, you will see how Code Interpreter can:
- Be a data scientist
- Extract text from images (OCR)
- Generate animations and Videos
- Generate QR codes
- & so much more!
Jun 17, 2023 β’ 9 tweets β’ 5 min read
Are you ready to take your machine learning and data science skills to the next level?
I've got an incredible resource to share with you!
(A thread) ππ§΅
I came across @brilliantorg courses that teach you from first principles, making complex concepts intuitive and engaging.
Turn problems into simple exercises!
Jun 17, 2023 β’ 12 tweets β’ 6 min read
Top 10 ChatGPT Alternatives!
No signup required.
Bookmark this π
1. Perplexity AI
Perplexity AI unlocks the power of knowledge with information discovery and sharing. It can access the latest information using the web browsing feature.
Stable Diffusion with Control Net = Awesome QR codes π₯
(A thread) π§΅π 1. Anime QR Code
Jun 3, 2023 β’ 9 tweets β’ 2 min read
OpenAI's Plan for the Future of AI (AGI)
(A thread) π§΅π
1. OpenAI faces significant GPU limitations that impact their short-term plans.
The API's reliability and speed have been affected due to GPU shortages.
However, they are working to overcome these challenges and drive down the cost of their APIs over time.
Jun 2, 2023 β’ 5 tweets β’ 2 min read
π¨ Exciting News!
Andrew NG has just released three incredible new short courses on Generative AI, Diffusion models, and LangChain.
The best part? They are all absolutely FREE! π
1οΈβ£ Building Systems with the ChatGPT API
Discover how to construct sophisticated applications that rely on multiple API calls to a Language Model. Enhance your skills and build complex apps with ease.