Akshay 🚀
@akshay_pachaar
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Simplifying LLMs, AI Agents, RAGs and Machine Learning for you! • Co-founder @dailydoseofds_• BITS Pilani • 3 Patents • ex-AI Engineer @ LightningAI
Learn AI Engineering 👉
Joined July 2012
My lecture at MIT!✨. From Physics to Linear Algebra & Machine learning, I have learned a lot from MIT!. Yesterday, I had the honour of delivering a guest lecture on The state of AI Engineering, exploring:. - Prompt Engineering.- Retrieval Augmented Generation. - Fine-Tuning
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I've been coding in Python for 8 years now. ⏳. If I were to start over again in 2023, here's a roadmap: 🧵👇
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Harvard university is offering FREE world class education in Data Science!. Courses cover:.- Python.- Data Visualization.- Probability.- Statistics.- Machine Learning.- Data Science: Capstone. A project-based pedagogy that allows you to learn while building! 🚀. Read more!👇
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Microsoft just changed the game! 🔥. They've open-sourced bitnet.cpp: a blazing-fast 1-bit LLM inference framework that runs directly on CPUs. Why is this a game-changer❓. You can now run 100B parameter models on local devices with up to 6x speed improvements and 82% less
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I recently landed my job as an AI Engineer!. Here's a roadmap for those starting today:.
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GPT implemented using NumPy in like 60 lines of code! 🔥. Let me break it down for to you in this thread: 🧵👇
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Microsoft is offering FREE courses in following areas:. - AI.- IOT.- Data Science.- Machine Learning. A project-based pedagogy that allows you to learn while building! 🚀. Read More . 👇
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MIT offers free courses in following areas:. - Python.- Machine Learning.- Deep Learning.- Probability & Statistics.- Linear Algebra. A comprehensive curriculum where you get to learn from the best!. Read more 🧵👇
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I have been coding in Python for 8 years now.⏳. Here are 7️⃣ amazing Python libraries not known to many. 👇.
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I have been coding in Python for 8 years now. ⏳. Here's a roadmap to Master Python! 🚀. A Thread 🧵👇.
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Don't pay ridiculous amount of money to learn Python, Machine Learning & Data Science. The likes of Google, Microsoft & Top universities like Harvard, Stanford & MIT are offering these for FREE 🙌. A Thread 🧵👇.
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Harvard university is offering FREE world class education in Data Science!. Courses cover:.- Python.- Data Visualization.- Probability.- Statistics.- Machine Learning.- Data Science: Capstone. A project-based pedagogy that allows you to learn while building! 🚀. Read more 🧵👇
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Harvard university is offering FREE world class education in Data Science!. Courses cover:.- Python.- Data Visualization.- Probability.- Statistics.- Machine Learning.- Data Science: Capstone. A project-based pedagogy that allows you to learn while building! 🚀. Read more!👇
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Python is powerful! 🔥. You can download a YouTube video in like 5 lines of Code! 🚀. Check this out 👇
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I have been coding in Python for 8 years now. ⏳. If I were to start over in 2024, here's a roadmap: 🧵👇
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I started my career in Data Science back in 2016. Here's a list of courses that I took!!. 🧵👇🏻.
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Want to become an expert 𝘿𝙖𝙩𝙖 𝘼𝙣𝙖𝙡𝙮𝙨𝙩 ? 📊. Here's a list of courses for you 📚. 🧵 👇.
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I have been coding in Python for 8 years now. ⏳. Here's a roadmap to Master Python! 🚀. A Thread 🧵👇.
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Microsoft has launched one of the most comprehensive course on Generative AI!. This course is 18 lessons, where each lesson covers its own topic so start wherever you would like!. Lessons are labeled either "Learn" lessons explaining a Generative AI concept or "Build" lessons
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I have been coding in Python for 8 years now. ⏳. Here's a roadmap to Master Python! 🚀. A Thread 🧵👇.
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Microsoft has released its own document parser for LLM use!. Introducing MarkItDown, a 100% open-source, one-stop solution for effortlessly converting any file to Markdown—perfect for text analysis, indexing, and more!. Here’s what makes it special:. ↳ Converts PDF, Word,
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Stanford offers FREE Data Science Education!. World-class courses on:. - Machine Learning.- Computer Vision.- Statistical Learning.- Graph Neural Networks.- Reinforcement Learning.- Natural language processing (NLP). Read more 🧵👇
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Microsoft is offering FREE courses in following areas:. - AI.- IOT.- Data Science.- Machine Learning. A project-based pedagogy that allows you to learn while building! 🚀. Read More 🧵👇
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Eigenvalues & Eigenvectors clearly explained!. The concept of eigenvalues & eigenvectors is widely known yet poorly understood!. Today, I'll clearly explain their meaning & significance. Let's go! 🚀
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Beginner friendly Data Analysis Projects with code. 🧑💻. 💫 All in Python 🐍. A Thread 🧵👇.
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I have been coding in Python for 8 years now. ⏳. If I were to start over today, here's a roadmap: 🧵👇
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SAMURAI vs. MetaAI's SAM 2!. Traditional visual object tracking struggles in crowded, fast-moving, or self-occluded scenes, as does SAM2. Meet SAMURAI: a completely open-source adaptation of the Segment Anything Model for zero-shot visual tracking!. Here's why it's a
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Python is powerful! 🔥. You can download a YouTube video in like 5 lines of code 🚀. Check this out 👇
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Stanford offers FREE Data Science Education!. World-class courses on:. - Machine Learning.- Computer Vision.- Statistical Learning.- Graph Neural Networks.- Reinforcement Learning.- Natural language processing (NLP). Read more . 👇
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Google has created a Generative AI learning path with 9 FREE courses!. Topics cover:.- Intro to LLMs.- Attention Mechanism.- Image Generation/Captioning.- Intro to Responsible AI. From the fundamentals of LLMs to creating & deploying generative AI solutions! 🚀. Read more 🧵👇
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Mastery over 𝑬𝒙𝒄𝒆𝒍 always pays off 🚀. Top free resources for 𝑫𝒂𝒕𝒂 𝑨𝒏𝒂𝒍𝒚𝒕𝒊𝒄𝒔 using 𝑬𝒙𝒄𝒆𝒍 📊. A Thread 🧵👇.
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I started my career in Data Science back in 2016. Here's a list of Books that I have read/referred 📚. 🧵👇🏻.
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Let's build a RAG app using MetaAI's Llama-3 (100% local):.
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I've been coding in Python for 9 years now. ⏳. If I were to start over today, here's a roadmap:.
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Become a Microsoft Certified Data Scientist🧑🎓. Thread 🧵👇.
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I started my career in Data Science back in 2016 ⏳. Here's a list of Tech YouTube Channels I've ardently followed. 👇.
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Let's build a multi-agent YouTube video analyst, powered by DeepSeek-R1 (100% local):.
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I have been coding in Python for 8 years now.⏳. Here are 7️⃣ amazing Python libraries not known to many!. A Thread 🧵👇.
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Machine Learning projects to boost your portfolio 🚀 . 🧵 👇.
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Stanford CS229: Building Large Language Models. This 1.5 hours lecture provides a concise overview of building a ChatGPT-like model, covering both pretraining (language modeling) and post-training (SFT/RLHF). For each component, it explores common practices in data collection,
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Microsoft is offering FREE courses in following areas:. - AI.- IOT.- Data Science.- Machine Learning. A project-based pedagogy that allows you to learn while building! 🚀. Read More 🧵👇
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I've been coding in Python for 9 years now. ⏳. If I were to start over today, here's a roadmap:.
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Microsoft & LinkedIn just released a professional certificate in Generative AI!. It's FREE & comes in 5 course:. - Introduction to AI. - What is Generative AI. - The evolution of Search. 🔍.- Streamline you work w/t Bing Chat. - Ethics in the Age of Generative AI. Read more 🧵👇
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Web scraping will never be the same!. Crawl4AI simplifies web crawling and data extraction, making it ready to use for LLMs and AI applications. Here’s why it’s a game-changer:. 🆓 Free and open-source.🚀 Blazing fast performance,.🤖 LLM-friendly output formats (JSON, cleaned
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Remove Background of an Image using Python 🐍. 💫 Find Jupyter 📒 in 2nd Tweet. Try yourself 👇
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I have been coding in Python for 8 years now. ⏳. Here's a roadmap to Master Python! 🚀. A Thread 🧵👇.
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I started my career in Data Science back in 2016. Here's a list of Tech YouTube Channels I've ardently followed!! ✅. A Thread 🧵👇.
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Object oriented programming in Python, clearly explained:.
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Turn any GitHub repository into LLM-ready text!. Simply replace "hub" with "ingest" in a GitHub URL and receive a prompt-friendly text ingest for LLMs. Gitingest is 100% open-source and provides:. - Directory structure.- A brief summary of the project.- The entire content as
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🔴 LaTeX for Python 🐍.🟡 Maths descriptions for functions.🟢 Jupyter Notebook 📒 in 2nd Tweet. 💫 It's a powerful tool for documenting your code 🚀. Check this out 👇
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Become a Microsoft Certified Data Analyst🧑🎓. A Thread 🧵👇.
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This Python library is so powerful! 🔥. Introducing pix2tex! 🚀. Now you can convert images of equations into LaTeX in just 5 lines of code!👇. from PIL import Image.from pix2tex.cli import LatexOCR.img = Image. open('path/to/image.png').model = LatexOCR().print(model(img))
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Become a Google Certified Data Scientist.for FREE!! 🧑🎓. A Thread 🧵👇🏻.
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Let's build a RAG app using MetaAI's Llama-3.1 (100% local):.
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Businesses need data analysis more than ever!. Microsoft offers a highly practical & hands-on roadmap to become a skilled Data Analyst! 🧑🎓. You will learn:. - Story telling.- Data modeling.- Data visualization.- Decision making.- Data analysis in Power BI. A Thread 🧵👇
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Microsoft is offering FREE courses in following areas:. - AI.- IOT.- Data Science.- Machine Learning. A project-based pedagogy that allows you to learn while building! 🚀. Read More . 👇
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Linear Regression clearly Explained!. Linear Regression models relationship between a dependant variable (y) & two or more independent variables (x1, x2 . ). ❗️For the sake of simplicity we discuss linear regression with a single independent variable. Mathematical
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Arguably, the best Linear Algebra course out there. It's Free!. Taught by MIT's legendary Professor Gilbert Strang. Build a strong foundation in mathematics for machine learning!. Check this out👇.
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SQL is a must have skill for a Data Scientist ✅. Learning Databases with MySQL and earning cash rewards on the way 💸 💰. A Thread 🧵↓.
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Web scraping will never be the same!. Crawl4AI simplifies web crawling and data extraction, making it ready to use for LLMs and AI applications. Here’s why it’s a game-changer:. 🆓 Completely free and open-source.🚀 Blazing fast performance, outperforming many paid services.🤖
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FireDucks makes Pandas 125x Faster. by changing JUST ONE LINE of code. Pandas has some major limitations:. - Pandas only uses a single CPU core. - It often creates memory-heavy DataFrames. - Its eager (immediate) execution prevents global optimization of operation
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5 GitHub repositories that will give you superpowers as an AI/ML Engineer:.
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Top AI/ Machine Learning books for those who like to read 📚 . 🧵 👇
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I started my career in Data Science back in 2016 ⏳. Being self-taught, I came across several courses and books, but these are some of my favourites! 📚. 1️⃣ ISL. Tested by time and read by millions, the bible for statistical & classical machine learning. Mathematical concepts
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I have been coding in Python for 8 years now ⏳. Here are 7️⃣ amazing Python libraries not known to many!. A Thread 🧵👇.
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I started my career in Data Science back in 2016. Here's a list of top Blogs/Newsletters that helped me keep up the pace 🚀.
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Traditional vs. Agentic RAG, clearly explained!. The future is Agentic RAG, and it's because a traditional RAG setup has some major limitations. 👇. 1) Retrieve once and generate once. ↳ This means if the retrieved context isn't enough or correct, the LLM can not dynamically
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Introducing PivotTableJS 🚀. 𝐏𝐢𝐯𝐨𝐭𝐓𝐚𝐛𝐥𝐞𝐉𝐒 lets you interactively analyse your data in Jupyter Notebooks without any code 🔥. Check this out👇
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An essential tool for a Data Analyst is Tableau. 📊. Master Tableau for FREE!! 🚀. A Thread 🧵👇.
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100k is not far!! ✨. And we are back with a giveaway! 🙌. To make it extra special, in addition to the books, my favorite keyboard, the Logitech MX Keys is also up for grabs! 🔥 . I'll be giving 7 followers the item of their choice!! 📚. This is how you can participate:. 1. Like
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Let's build a RAG app using MetaAI's Llama-3.3 (100% local):.
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Linear Regression clearly Explained!🚀. Linear Regression models relationship between a dependant variable (y) & two or more independent variables (x1, x2 . ). ❗️For the sake of simplicity we discuss linear regression with a single independent variable. Mathematical
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I started my career in Data Science back in 2016. Here's a list of courses that I took!!. A Thread 🧵👇🏻.
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I started my career in Data Science back in 2016 ⏳. Here's a detailed roadmap to learn Data Science/ Machine Learning in 2023! ✨. -- A Thread --.
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MIT offers free courses in following areas:. - Python.- Machine Learning.- Deep Learning.- Probability & Statistics.- Linear Algebra. A comprehensive curriculum where you get to learn from the best!. Read more. 👇
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K-Means has two major problems:. - Number of clusters must be known.- Doesn't handle outliers. But there's a solution!. Introducing DBSCAN, a Density based clustering algorithm. 🚀. Read more 🧵👇
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Understanding execution order of SQL queries!. Before you can optimize SQL queries, you must understand their order of execution!. The order of execution is different from how you write it, here's the actual order:. 1️⃣ FROM: Determines the tables of interest. 2️⃣ JOIN: Joins the
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10 great Python packages for Data Science not known to many:.
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🔝 Free Data Science/ Machine Learning courses by the likes of MIT, Harvard, Stanford . 🔥 . 🧵 👇.
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Become a Microsoft Certified Data Analyst🧑🎓. A Thread 🧵👇.
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Object oriented programming in Python, clearly explained:.
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If you want to learn Data Science & ML from first principles, this platform is an absolute goldmine!. Highly engaging interactive learning material on:. - Python.- Data Science.- Machine Learning.- Mathematics for ML. Here's what you need to know: 👇
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I started my career in Data Science back in 2016 ⏳. Some great Books that have helped me during this journey! 📚. A Thread 🧵👇
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Object oriented programming in Python, clearly explained:.
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