About the Course
Unlock the power of Natural Language Processing (NLP) in Hindi! This comprehensive course will guide you through the essential concepts and practical applications of NLP, from basic text processing to building advanced systems like semantic search engines and chatbots. Learn to leverage state-of-the-art technologies like BERT, SBERT, HuggingFace, and LangChain to tackle real-world NLP challenges.
Course Structure
- Price: FREE
- Duration: 60 minutes
- Format: On-demand video lessons
- Mode: Self-paced
- Certificate: Yes, with completion
- Where: Available on the Juno School mobile app (Android & iOS)
What You’ll Learn
- Clean and preprocess raw text data using tokenization, stopwords removal, and lemmatization.
- Generate embeddings with TF-IDF, Word2Vec, BERT, and SBERT for semantic similarity tasks.
- Understand and apply transformer architectures like BERT, DistilBERT, and RoBERTa.
- Build and fine-tune text classifiers with HuggingFace Transformers.
- Evaluate performance using F1-score and ROC AUC.
- Build a semantic search engine with SBERT, leveraging vector space models and cosine similarity.
- Use tools like FAISS or Chroma for fast similarity-based retrieval.
- Explore LangChain fundamentals to develop context-aware chatbots.
- Integrate Retrieval-Augmented Generation (RAG).
- Connect vector databases for document-grounded question answering.
- Design and deploy interactive NLP applications with Streamlit or Gradio.
- Enable users to upload documents, interact via chat, and log predictions for analysis and debugging.
- Gain hands-on experience with real-world NLP use cases like resume matching and sentiment analysis.
- Deploy apps on HuggingFace Spaces or cloud platforms for scalability.
Course Format
This course is delivered through on-demand video lessons, allowing you to learn at your own pace. Each module includes practical examples and exercises to reinforce your understanding. By the end of the course, you’ll have the skills and knowledge to build and deploy your own NLP applications.
Who It’s For
This course is ideal for:
- Aspiring data scientists and machine learning engineers
- Developers interested in adding NLP capabilities to their applications
- Anyone looking to understand and apply NLP techniques in Hindi
- Students and researchers exploring the field of Natural Language Processing
Why Take This Course
- Practical Skills: Learn by doing with hands-on projects and real-world use cases.
- Cutting-Edge Technologies: Master the latest NLP tools and techniques, including BERT, SBERT, HuggingFace, and LangChain.
- Hindi Language Focus: Specifically designed for NLP in Hindi, addressing the unique challenges and opportunities.
- Expert Instruction: Learn from experienced instructors with a passion for NLP.
- Career Advancement: Enhance your skills and open doors to exciting career opportunities in the field of AI and NLP.