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Applied NLP and Generative AI
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Applied NLP and Generative AI

About this course

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.

B

68/100

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20/35
How complete the listing is
16/20

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What you'll learn

  • Understand and apply foundational NLP techniques
  • Build and deploy machine learning models for text analysis
  • Utilize generative AI tools like Huggingface and OpenAI
  • Fine-tune transformer architectures for NLP applications
Machine Learning Artificial Intelligence #python #machine learning #generative ai #nlp #chatbot development #sentiment analysis #text summarization #openai #vector databases #text preprocessing #huggingface #model fine-tuning #logistic regression #naive bayes #transformer models #text embeddings #spam detection #vector similarity #tf-idf
$49.00

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