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Building a Transformer Model from Scratch: A Step-by-Step Guide
In this video, we dive deep into the world of Transformer models 🔥-the architecture behind many modern NLP breakthroughs, including GPT! We'll guide you through the process of building a Transformer from scratch, explaining key concepts like self-attention, multi-head attention, and positional encoding 🧠. Whether you're an experienced ML engineer or just starting out, this tutorial will break down the complexities of the Transformer model and show you how to implement it step by step using Python and popular libraries like PyTorch or TensorFlow 💻.
By the end of this video, you'll understand how Transformer models work, and you’ll have your very own Transformer model 🚀 that you can tweak and experiment with for tasks like translation, text generation, and more!
What You'll Learn:
Basics of Transformer architecture 🤖
Self-attention and multi-head attention mechanisms 🔗
Building blocks of a Transformer model 🛠️
Implementing the Transformer from scratch in code 👨‍💻
Real-world applications of Transformers in NLP 🌍
Don't forget to Like, Share, and Subscribe for more deep dives into cutting-edge machine learning technologies!
GitHub: github.com/Suruj0001/Transfomers
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X: x.com/SurujKalita7
Discord: discord.com/invite/7ySWjf3e
Instagram: ___p_l_a_y____
Telegram : t.me/+UncS-3ZdI9E3MTZl
#MachineLearning #Transformers #NLP #DeepLearning #Python #AI #DataScience #TechTutorial #PyTorch #TensorFlow #Coding #ArtificialIntelligence #Programming #TechExplained #Developers #artificalintelligence #techtutorial #innovation #pytorch #pythonprogrammingfullcourse #pytorchplaylist #surujkalita #PLAY
มุมมอง: 517

วีดีโอ

🚀 Fine-Tuning GPT with LoRA: Boost Efficiency & Performance! 🚀
มุมมอง 198หลายเดือนก่อน
🔹 Key parameters like learning rate, low-rank approximation, and initialization strategies. Introduction to GPT and Lora 0:00-2:58 Initializing the module and code 2:59 - 36:00 LoRA Fine-Tuning Process (37:02 - 38:48) This section shows the hands-on fine-tuning process: ⚙️ Initializing LoRA parameters, loading data, and freezing non-LoRA model parts. This real-world demo is perfect for anyone w...
Introduction to Large Language Models (LLMs) with Py Torch: A Beginner's Guide
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Welcome to our introductory tutorial on Large Language Models (LLMs) using Py Torch! In this video, we'll guide you through the fundamentals of LLMs, explaining how these powerful models work and how they are trained to understand and generate human-like text. We'll start with an overview of the concepts behind LLMs, discuss the importance of neural networks and transformers, and then dive into...
Mastering Web3 Front End Development !
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Dive into the future of the internet with our comprehensive guide to Web3! 🌐 Discover how this revolutionary digital world empowers users, free from central authority control. Learn about the cutting-edge technologies like blockchain and cryptography that enhance security and transparency. Understand the shift towards decentralization, where users gain control over their data, fostering trust a...
Why GPUs are the Powerhouse for Deep Learning!
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In this video, we dive deep into the world of deep learning and explore why GPUs (Graphics Processing Units) are absolutely essential for powering modern AI and machine learning models. 🔍💡 From their parallel processing capabilities to their efficiency in handling complex computations, GPUs have revolutionized the way we approach deep learning tasks. Join us as we break down: The fundamental di...
Introduction to PyTorch: The Future of Deep Learning
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Discover why PyTorch is your ultimate tool for deep learning and data exploration! In this video, we delve into PyTorch's powerful features, likened to a telescope for understanding data. Learn how its machine learning library facilitates building and training artificial neural networks with exceptional flexibility and user-friendliness. We discuss PyTorch's dynamic computation graph, which pro...
SHA-256: The Backbone of Digital Security !
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In today's digital era, information is power, making its protection paramount. Discover the critical role of digital security and how SHA-256 acts as a digital guardian. This video dives deep into SHA-256's function as a cryptographic hash function, ensuring data integrity and authenticity. Learn how it processes data into unique 256-bit hash values through complex operations, much like a chef ...
Ethical Hacking: Real-Life Cases That Saved the Day!
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Ever wondered who the real heroes behind cybersecurity are? Our latest video dives into the world of ethical hackers and their crucial role in protecting us from cyber-attacks. Discover how misconceptions about antivirus software can leave systems vulnerable and learn about significant vulnerabilities found in popular platforms like WordPress, Oracle, Visa, Canon, Zoom, and more. Meet the ethic...
Unlocking the Power of Microsoft's Planetary Platform: A Comprehensive Guide !
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In our latest video, discover the innovative Microsoft Planetary Computer and its groundbreaking impact on geospatial data! We'll delve into how this revolutionary tool compares with Google Earth Engine, highlighting unique features that set it apart. Explore key aspects like openness and collaboration, scalability and performance, interoperability, and a strong environmental focus. Whether you...
The Rise of Google DeepMind: AI Revolution!
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Dive into the fascinating journey of DeepMind, co-founded by Demis Hassabis, Shane Legg, and Mustafa Suleyman, as they unite their unique skills and passion to push the boundaries of AI. Discover how their mission to create AGI by blending neuroscience, machine learning, and computer science caught Google's eye, leading to a groundbreaking $500 million acquisition in 2014. Witness AlphaGo's his...
Master Web3: Your Ultimate Learning Roadmap!
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Discover the transformative power of Web3 in our latest video! Learn how Web3 shifts control from corporations to users through decentralization and blockchain technology. Uncover the mechanics behind blockchain, including digital ledgers, consensus mechanisms, and the vital role of cryptocurrencies. Dive into Ethereum, a leading platform for DApps and smart contracts, and explore the power of ...
DeepSpeed: Revolutionising AI with Large-Scale Model Training by sdfs's Workspace
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OUTLINE: 00:00:00 The Rise of Large Language Models 00:01:40 The Challenges of Training Large Models 00:02:26 A Bottleneck for AI 00:03:14 A Step in the Right Direction 00:04:03 Sharing the Load 00:04:46 Dividing and Conquering 00:06:14 The Limitations of Traditional Approaches 00:06:59 A New Era of AI Training 00:07:44 Unleashing the Power of DeepSpeed 00:08:33 Optimizing Memory for Unpreceden...
Unlocking Optimization Potential: Explore the Power of Simulated Annealing.
มุมมอง 522 หลายเดือนก่อน
Mastering Optimization Techniques. What is Simulated Annealing? Discover the origins and basic principles. How Does it Work? Understand the step-by-step process of this algorithm. Real-World Applications: Explore practical uses in fields like AI, finance, and engineering. Benefits and Limitations: Learn when and why to use simulated annealing. Github:github.com/ItSakSuruj Linkedin: www.linkedin...
Detectron2
มุมมอง 313 หลายเดือนก่อน
Detectron2 is Facebook AI Research's next-generation library that provides state-of-the-art detection and segmentation algorithms. It is the successor of Detectron and maskrcnn-benchmark. It supports several computer vision research projects and production applications on Facebook. Github:: github.com/ItSakSuruj
Simple Explanation of Bi-LSTM . Deep Learning Technique
มุมมอง 675 หลายเดือนก่อน
Long-Short-Term Memory Networks and RNNs - How do they work? Bidirectional LSTMs are an extension of traditional LSTMs that can improve model performance on sequence classification problems. In problems where all timesteps of the input sequence are available, Bidirectional LSTMs train two instead of one LSTMs on the input sequence. The first on the input sequence as-is and the second on a rever...
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ความคิดเห็น

  • @SurajMishra-tu4ny
    @SurajMishra-tu4ny วันที่ผ่านมา

    Rather than reading the lines of codes it would be great if you have explained each line of code step by step why we are implementing it what is the mathematical logic behind it .

    • @suruj0001
      @suruj0001 วันที่ผ่านมา

      Thanks for Your Feedback. Will Keep that in mind next time !

  • @ameenmohammed5493
    @ameenmohammed5493 วันที่ผ่านมา

    Good explanation ❤

    • @suruj0001
      @suruj0001 วันที่ผ่านมา

      Thank You !

  • @ameenmohammed5493
    @ameenmohammed5493 วันที่ผ่านมา

    👍

  • @HawkRider-x2i
    @HawkRider-x2i หลายเดือนก่อน

    Nice 💯

  • @nivaranikalita-lf3ji
    @nivaranikalita-lf3ji ปีที่แล้ว

    ☀️