Machine Learning
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Machine learning insights, practical tutorials, and clear explanations for beginners and aspiring data scientists. Follow the channel for models, algorithms, coding guides, and real-world ML applications.

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πŸ“š Think Stats, 3rd Edition: Master Probability & Statistics with Python! 🐍

#Python #DataScience #Statistics #MachineLearning #DataAnalysis #JupyterNotebooks #OpenSource #LearnToCode #DataVisualization #FreeBook

❀️ Why Grab This Book?
- Hands-On Learning: Transform raw data into insights using Python. Perfect for coders who want to dive into stats without drowning in formulas!
- Real-World Case Studies: Analyze datasets from the National Institutes of Health and more. Learn by doing, not just theorizing!
- Jupyter Notebooks Included: Every chapter comes with interactive notebooksβ€”run code, tweak examples, and solve exercises seamlessly. Ideal for Colab or local setups!
- Cutting-Edge Topics: Explore regression, time series analysis, survival analysis, and Bayesian methods. Level up your data science toolkit!
- Free & Open Source: Licensed under Creative Commons (CC BY-NC-SA). Download the PDF, fork the GitHub repo, and start learning today!

πŸ’‘ Perfect For:
- Python devs eager to add stats/data skills.
- Data enthusiasts craving practical, code-driven analysis.
- Educators seeking a modern, interactive stats resource.

πŸš€ Get It Now:
https://allendowney.github.io/ThinkStats/

πŸ“‚ GitHub Repo: https://github.com/AllenDowney/ThinkStats2

#DataDriven #CodeFirst #StatsInPython #FreeLearning β€” Turn data into wisdom, one line of Python at a time! β­οΈπŸ“Š

https://t.iss.one/CodeProgrammer ✈️
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Full PyTorch Implementation of Transformer-XL

If you're looking to understand and experiment with Transformer-XL using PyTorch, this resource provides a clean and complete implementation. Transformer-XL is a powerful model that extends the Transformer architecture with recurrence, enabling learning dependencies beyond fixed-length segments.

The implementation is ideal for researchers, students, and developers aiming to dive deeper into advanced language modeling techniques.

Explore the code and start building:
https://www.k-a.in/pyt-transformerXL.html

#TransformerXL #PyTorch #DeepLearning #NLP #LanguageModeling #AI #MachineLearning #OpenSource #ResearchTools

https://t.iss.one/CodeProgrammer
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πŸ₯‡ 40+ Real and Free Data Science Projects

πŸ‘¨πŸ»β€πŸ’» Real learning means implementing ideas and building prototypes. It's time to skip the repetitive training and get straight to real data science projects!

πŸ”† With the DataSimple.education website, you can access 40+ data science projects with Python completely free ! From data analysis and machine learning to deep learning and AI.

✏️ There are no beginner projects here; you work with real datasets. Each project is well thought out and guides you step by step. For example, you can build a stock forecasting model, analyze customer behavior, or even study the impact of major global events on your data.

β”ŒπŸ³οΈβ€πŸŒˆ 40+ Python Data Science Projects
β”” 🌎 Website

#DataScience #PythonProjects #MachineLearning #DeepLearning #AIProjects #RealWorldData #OpenSource #DataAnalysis #ProjectBasedLearning #LearnByBuilding


βœ‰οΈ Our Telegram channels: https://t.iss.one/addlist/0f6vfFbEMdAwODBk

πŸ“± Our WhatsApp channel: https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
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✨ Building a Multimodal Gradio Chatbot with Llama 3.2 Using the Ollama API ✨

πŸ“– Table of Contents Building a Multimodal Gradio Chatbot with Llama 3.2 Using the Ollama API What Is Gradio and Why Is It Ideal for Chatbots? The Chatbot You’ll Build Today πŸš€ What Is Ollama and the Ollama API Functionality Ollama…...

🏷️ #AIApplications #Chatbots #DeepLearning #Gradio #LargeLanguageModels #OpenSource #Tutorial
πŸ€–πŸ§  Cognee: Powerful Memory for AI Agents in Just 6 Lines of Code

πŸ—“οΈ 07 Oct 2025
πŸ“š AI News & Trends

Artificial Intelligence is evolving rapidly, but one of the biggest challenges for developers is building agents that remember, reason and adapt. Traditional RAG (Retrieval-Augmented Generation) systems often fall short when handling context, scalability and precision. That’s where Cognee comes in. It is an open-source framework designed to provide AI agents with memory using a unique ...

#AI #Memory #AIAgents #OpenSource #RAG #ArtificialIntelligence
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πŸ€–πŸ§  NanoChat: The Best ChatGPT That $100 Can Buy

πŸ—“οΈ 20 Oct 2025
πŸ“š AI News & Trends

In a world dominated by billion-dollar AI models like GPT-4 and Claude 3, it’s refreshing to see a minimalist, open-source alternative that puts the power of Large Language Models (LLMs) back into the hands of hackers, researchers and enthusiasts. Enter NanoChat – an end-to-end, full-stack implementation of a ChatGPT-style AI chatbot developed by Andrej Karpathy, ...

#NanoChat #ChatGPT #AI #LargeLanguageModels #OpenSource #AndrejKarpathy
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πŸ€–πŸ§  NanoChat: The Best ChatGPT That $100 Can Buy

πŸ—“οΈ 20 Oct 2025
πŸ“š AI News & Trends

In a world dominated by billion-dollar AI models like GPT-4 and Claude 3, it’s refreshing to see a minimalist, open-source alternative that puts the power of Large Language Models (LLMs) back into the hands of hackers, researchers and enthusiasts. Enter NanoChat – an end-to-end, full-stack implementation of a ChatGPT-style AI chatbot developed by Andrej Karpathy, ...

#NanoChat #ChatGPT #AI #LargeLanguageModels #OpenSource #AndrejKarpathy
πŸ€–πŸ§  Wan 2.1: Alibaba’s Open-Source Revolution in Video Generation

πŸ—“οΈ 21 Oct 2025
πŸ“š AI News & Trends

The landscape of artificial intelligence has been evolving rapidly, especially in the domain of video generation. Since OpenAI unveiled Sora in 2024, the world has witnessed an explosive surge in research and innovation within generative AI. However, most of these cutting-edge tools remained closed-source limiting transparency and accessibility. Recognizing this gap, Alibaba Group introduced Wan, ...

#Alibaba #Wan2.1 #VideoGeneration #GenerativeAI #OpenSource #ArtificialIntelligence
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πŸ€–πŸ§  Master Machine Learning: Explore the Ultimate β€œMachine-Learning-Tutorials” Repository

πŸ—“οΈ 23 Oct 2025
πŸ“š AI News & Trends

In today’s data-driven world, Machine Learning (ML) has become the cornerstone of modern technology from intelligent chatbots to predictive analytics and recommendation systems. However, mastering ML isn’t just about coding, it requires a structured understanding of algorithms, statistics, optimization techniques and real-world problem-solving. That’s where Ujjwal Karn’s Machine-Learning-Tutorials GitHub repository stands out. This open-source, topic-wise ...

#MachineLearning #MLTutorials #ArtificialIntelligence #DataScience #OpenSource #AIEducation
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πŸ€–πŸ§  LangChain: The Ultimate Framework for Building Reliable AI Agents and LLM Applications

πŸ—“οΈ 24 Oct 2025
πŸ“š AI News & Trends

As artificial intelligence continues to transform industries, developers are racing to build smarter, more adaptive applications powered by Large Language Models (LLMs). Yet, one major challenge remains how to make these models interact intelligently with real-world data and external systems in a scalable, reliable way. Enter LangChain, an open-source framework designed to make LLM-powered application ...

#LangChain #AI #LLM #ArtificialIntelligence #OpenSource #AIAgents
πŸ€–πŸ§  Microsoft Data Formulator: Revolutionizing AI-Powered Data Visualization

πŸ—“οΈ 28 Oct 2025
πŸ“š AI News & Trends

In today’s data-driven world, visualization is everything. Whether you’re a business analyst, data scientist or researcher, the ability to convert raw data into meaningful visuals can define the success of your decisions. That’s where Microsoft’s Data Formulator steps in a cutting-edge, open-source platform designed to empower analysts to create rich, AI-assisted visualizations effortlessly. Developed by ...

#Microsoft #DataVisualization #AI #DataScience #OpenSource #Analytics
πŸ€–πŸ§  Reflex: Build Full-Stack Web Apps in Pure Python β€” Fast, Flexible and Powerful

πŸ—“οΈ 29 Oct 2025
πŸ“š AI News & Trends

Building modern web applications has traditionally required mastering multiple languages and frameworks from JavaScript for the frontend to Python, Java or Node.js for the backend. For many developers, switching between different technologies can slow down productivity and increase complexity. Reflex eliminates that problem. It is an innovative open-source full-stack web framework that allows developers to ...

#Reflex #FullStack #WebDevelopment #Python #OpenSource #WebApps
πŸ€–πŸ§  MiniMax-M2: The Open-Source Revolution Powering Coding and Agentic Intelligence

πŸ—“οΈ 30 Oct 2025
πŸ“š AI News & Trends

Artificial intelligence is evolving faster than ever, but not every innovation needs to be enormous to make an impact. MiniMax-M2, the latest release from MiniMax-AI, demonstrates that efficiency and power can coexist within a streamlined framework. MiniMax-M2 is an open-source Mixture of Experts (MoE) model designed for coding tasks, multi-agent collaboration and automation workflows. With ...

#MiniMaxM2 #OpenSource #MachineLearning #CodingAI #AgenticIntelligence #MixtureOfExperts
πŸ€–πŸ§  LongCat-Video: Meituan’s Groundbreaking Step Toward Efficient Long Video Generation with AI

πŸ—“οΈ 04 Nov 2025
πŸ“š AI News & Trends

In the rapidly advancing field of generative AI, the ability to create realistic, coherent, and high-quality videos from text or images has become one of the most sought-after goals. Meituan, one of the leading technology innovators in China, has made a remarkable stride in this domain with its latest open-source model β€” LongCat-Video. Designed as ...

#LongCatVideo #Meituan #GenerativeAI #VideoGeneration #AIInnovation #OpenSource
πŸ€–πŸ§  Krea Realtime 14B: Redefining Real-Time Video Generation with AI

πŸ—“οΈ 05 Nov 2025
πŸ“š AI News & Trends

The field of artificial intelligence is undergoing a remarkable transformation and one of the most exciting developments is the rise of real-time video generation. From cinematic visual effects to immersive virtual environments, AI is rapidly blurring the boundaries between imagination and reality. At the forefront of this innovation stands Krea Realtime 14B, an advanced open-source ...

#AI #RealTimeVideo #ArtificialIntelligence #OpenSource #VideoGeneration #KreaRealtime14B
πŸ€–πŸ§  FIBO: The First JSON-Native, Open-Source Text-to-Image Model Built for Real-World Control and Accuracy

πŸ—“οΈ 07 Nov 2025
πŸ“š AI News & Trends

The world of generative AI has evolved rapidly with text-to-image tools enabling creators, marketers, designers and enterprises to bring ideas to life with unprecedented ease. However, most existing models have a clear limitation: they prioritize imagination at the cost of control. Whether producing inconsistent styles, unpredictable lighting or drifting away from user prompts, traditional models ...

#FIBO #TextToImage #GenerativeAI #OpenSource #JSONNative #RealWorldControl
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πŸ€–πŸ§  Meilisearch: The Lightning-Fast, AI-Ready Search Engine for Modern Applications

πŸ—“οΈ 08 Nov 2025
πŸ“š AI News & Trends

Search is no longer a luxury feature. Today’s users expect instant, relevant results across e-commerce platforms, SaaS tools, media libraries and knowledge systems. With AI-powered experiences becoming the new standard, developers need search infrastructure that is fast, flexible, developer-friendly and ready for hybrid semantic search. This is where Meilisearch stands out. Meilisearch is an open-source, ...

#Meilisearch #AIReadySearch #LightningFast #SearchEngine #ModernApplications #OpenSource
πŸ€–πŸ§  Steel Browser: The Open-Source Browser API Powering AI Agents and Automation

πŸ—“οΈ 16 Nov 2025
πŸ“š AI News & Trends

The evolution of artificial intelligence has ushered in a new era of automation where AI agents can perform complex digital tasks with minimal human intervention. However, one of the biggest challenges for developers building these systems is browser automation managing sessions, proxies, cookies and debugging environments. This is where Steel Browser comes into play. Steel ...

#SteelBrowser #OpenSource #BrowserAutomation #AIAgents #WebScraping #DigitalAutomation
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πŸ€–πŸ§  Skyvern: The Future of Browser Automation Powered by AI and Computer Vision

πŸ—“οΈ 16 Nov 2025
πŸ“š AI News & Trends

In today’s fast-evolving digital landscape, automation plays a crucial role in enhancing productivity, efficiency and innovation. Yet, traditional browser automation tools often struggle with complexity, maintenance and reliability. They rely heavily on DOM parsing, XPaths and rigid scripts that easily break when websites change their layout. Enter Skyvern, an open-source, AI-driven browser automation platform developed ...

#Skyvern #BrowserAutomation #AIDriven #ComputerVision #OpenSource #WebAutomation
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