NLP Projects Playlist
🚀📊 Unleash the NLP Powerhouse: Transformers in Action! 🤖🔮 Ready to dive into the world of End-to-End NLP Projects? Welcome to the ultimate playlist that covers every conceivable task, every magic moment, and every mind-boggling application achievable with Transformers in the realm of Natural Language Processing. 🌐✨
Get hands-on with the future of language technology as we guide you through building captivating projects from scratch. Whether you're dreaming of sentiment analysis, text generation, question answering, language translation, or any other awe-inspiring NLP challenge, we've got you covered. 💡💬
Our videos take you step by step, code by code, concept by concept, as you craft these cutting-edge projects. Whether you're an AI aficionado, a coding champ, or just eager to explore the frontiers of technology, this playlist is your gateway to becoming an NLP wizard. 🎩🔥
So roll up your sleeves, fire up your IDE, and embark on a journey that's limited only by your imagination. The world of NLP awaits your transformational touch – hit play and let's turn those NLP dreams into reality! 🌟
Videos available
Here are the videos available in the playlist
| Video Name | Link |
|---|---|
| Chatbot using FlanT5 and LoRA | Link |
| Text Classifier using DistilBERT | Link |
| Cricket Match Report Generation based on Live Commentary Data | Link |
| Keyword Extractor using BERT(NER) | Link |
1. Create your own Chatbot using FlanT5 and LoRA
📹 We explore the exciting world of building your own chatbot using LoRA (Low Rank Adaptation) on the robust Flan T5 large (770M) model, all on Colab. But that's not all – we also delved into the possibilities of enhancing and adapting this bot with alternative models.
💡 Step into the realm of AI implementation as we break down the process of creating your personalized chatbot. With LoRA, you'll discover how to optimize the Flan T5 large model for dynamic conversations. Stay tuned for insights on elevating your chatbot's capabilities.
⚙️ Looking to take your chatbot to the next level? Our discussion covered strategies to fine-tune and customize your bot by integrating various models to cater to your specific needs.
🌟 Relive the excitement! Catch up now to learn, engage, and gain insights into constructing a dynamic chatbot using LoRA with the Flan T5 large model. Your exploration into the world of AI-driven conversations starts here! 🤖🎓
Resources: Data Notebook Chatbot Notebook
2. Text Classifier using DistilBERT
🎬 Learn to Create Your Own Text Classifier with DistilBERT: Solving Any Text Classification Challenge!
📚 Ever wondered how to tackle diverse text classification problems effortlessly? Look no further! In this video, I walk you through crafting your very own text classifier template using DistilBERT. Whether it's binary or multiclass classification, this template has you covered.
💡 Dive into the world of AI as we unravel the process of building an adaptable text classifier. Witness how we employ DistilBERT's power to address the complexities of various text classification tasks. To illustrate, we've chosen stock sentiment analysis as a captivating use case.
⚙️ Get ready to gain hands-on experience. With this template, you'll be equipped to conquer a wide range of text classification challenges. No matter your level of expertise, whether you're a newcomer or a seasoned enthusiast, this video serves as your gateway to mastering text classification with DistilBERT.
🌟 Ready to unlock the potential of text analysis? Hit that play button to learn, experiment, and build your arsenal of AI tools. Dive into the exciting world of text classification and bring a new dimension to your problem-solving skills! 🚀📊
Resources: Notebook
3. Cricket Match Report Generation based on Match Live Commentary
🎥 Join me on an exciting exploration as we unravel the art of generating match reports from live commentary data, all with the incredible might of AI! In this video, we're diving deep into the world of cricket, using the formidable Flant5 Large model and innovative Lora techniques to transform real-time commentary into captivating post-match narratives.
🌐 Watch as I guide you seamlessly through the process, from collecting data to model inferencing. Discover the magic of turning dynamic play-by-play updates into rich, coherent stories using a Streamlit application that brings it all to life. ⚡📰
🏟️ Whether you're a die-hard cricket fan or a tech enthusiast intrigued by the fusion of AI and sports, this video promises to be a game-changer. Witness the evolution of raw data into engaging narratives as we bridge the gap between the excitement on the field and the captivating stories that follow.
🚀🔥 Don't miss out on this thrilling journey where technology meets sports journalism. Step into the future of match reporting with us and experience firsthand the power of AI-driven storytelling. Let's transform cricket commentary into compelling narratives – hit play and let the magic unfold! 🎙️🏆
4. Keyword Extraction using BERT(NER)
🎥 Easy Guide: Train BERT for Finding Keywords with NER!
📝 Ever wanted to pick out important words from sentences? Join me in this video where I'll show you how to use BERT for that! We'll focus on something called Named Entity Recognition (NER) to find these keywords. Plus, I'll teach you how to do this not only with ready-made datasets but also with your own custom ones.
🔍 Discover the magic of AI as we dive into this keyword-finding technique. With BERT, you can make sense of sentences and spot key words. From using existing datasets to your own unique data, I'll walk you through every step in a friendly way.
🔧 Ready to give it a try? By the end of this video, you'll have the skills to find important words like a pro. Whether you're new to this or already know a bit, this tutorial will help you confidently work with keywords using BERT.
🌟 Ready to turn sentences into goldmines of information? Just hit play and let's learn, explore, and unlock the power of BERT for keyword extraction. Boost your skills and become a keyword-finding champ! 🚀🔑
Resources: BERT NER Custom BERT NER