Applied NLP and Generative AI

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Course Overview

What You'll Learn

  • A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the specialization.
  • Learn to preprocess text, apply embeddings, build machine learning models, and fine-tune state-of-the-art transformer architectures to create real-world NLP applications.
  • The next section focuses on building machine learning models for tasks like spam detection, sentiment analysis, and summarization using Naive Bayes, logistic regression, and TextRank.

This specialization features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the specialization. In this hands-on specialization, you’ll gain practical expertise in Natural Language Processing (NLP) and Generative AI using Python. Learn to preprocess text, apply embeddings, build machine learning models, and fine-tune state-of-the-art transformer architectures to create real-world NLP applications. It begins with foundational NLP concepts like tokenization, Bag of Words, Count Vectorizer, TF-IDF, and lemmatization. You’ll then advance to vector similarity and neural embeddings. The next section focuses on building machine learning models for tasks like spam detection, sentiment analysis, and summarization using Naive Bayes, logistic regression, and TextRank. Finally, the specialization delves into generative AI tools like Huggingface and OpenAI. You'll learn transformer pipelines, model fine-tuning, retrieval-augmented generation (RAG), and deploy a climate change chatbot using vector databases. This intermediate-level specialization is ideal for developers, data scientists, and ML practitioners with Python experience. Basic knowledge of machine learning is recommended. By the end of the specialization, you will be able to build, fine-tune, and deploy advanced NLP solutions using machine learning and generative AI frameworks.

Course FAQs

Is this an accredited online course?

Accreditation for 'Applied NLP and Generative AI' is determined by the provider, Packt. For online college courses or degree programs, we strongly recommend you verify the accreditation status directly on the provider's website to ensure it meets your requirements.

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How do I enroll in this online school program?

To enroll, click the 'ENROLL NOW' button on this page. You will be taken to the official page for 'Applied NLP and Generative AI' on the Packt online class platform, where you can complete your registration.