Introduction to Natural Language Processing
Course Description
This hands-on course introduces you to Natural Language Processing (NLP) the branch of AI that powers chatbots, voice assistants, translation apps, and sentiment analysis tools. Using Python and industry-standard libraries like spaCy, NLTK, and Hugging Face Transformers, you’ll build real NLP applications from day one, even with no prior AI experience.
Why Learn NLP?
Language is the primary way humans communicate and businesses are investing heavily in AI that can understand customer feedback, automate support, extract insights from documents, and generate content. NLP skills are in high demand across tech, healthcare, finance, and marketing, making this a powerful addition to any developer’s or analyst’s toolkit.
What You’ll Learn:
- Clean and preprocess text: tokenization, stemming, lemmatization, stopword removal
- Represent text numerically: Bag-of-Words, TF-IDF, and word embeddings (Word2Vec, GloVe)
- Use pre-trained models from Hugging Face for state-of-the-art results
- Perform core NLP tasks:
- Sentiment analysis (Is this review positive or negative?)
- Named Entity Recognition (Who, where, and what is mentioned?)
- Text classification (Categorize support tickets or news articles)
- Part-of-speech tagging and dependency parsing
- Build a simple chatbot using rule-based and retrieval-based approaches
- Fine-tune a transformer model (like BERT) for custom tasks
- Evaluate model performance with accuracy, precision, recall, and F1-score
- Deploy an NLP pipeline as a web API using Flask or FastAPI
Why Choose This Course?
Focused on practical implementation, this course avoids heavy math in favor of coding and intuition. You’ll work with real datasets customer reviews, news headlines, social media posts and learn how to choose the right tool for each job. Includes Jupyter notebooks, model comparison guides, and ethical considerations (bias, fairness, privacy). By the end, you’ll have a portfolio of NLP projects and the confidence to apply these techniques to your own data.
Enroll now and unlock the power of language-driven AI.
Course Curriculum
Ernest Kipkoech
Innovator, Educator & Digital CatalystMr. Kipkoech Taita is a forward-thinking Kalenjin educator and tech entrepreneur from Eldoret, Kenya, blending indigenous problem-solving wisdom with cutting-edge digital skills to empower youth across the Rift Valley and beyond.