Description
Unleash the Power of Language: Master Python & NLP for Real-World ApplicationsDiscover the captivating world of Natural Language Processing (NLP) with Python, the leading language in this rapidly evolving field. Dive into the fascinating intersection of computational linguistics, artificial intelligence, and human-computer interaction, where you'll learn to empower machines with the ability to comprehend human speech using machine learning techniques. Our comprehensive course offers a vibrant journey through text processing techniques, from mastering the fundamentals of parsing parts of speech to exploring advanced topics such as topic modeling, text classification, and captivating data visualization. Embark on an engaging introduction to NLP, where you'll investigate various approaches to NLP tasks and engage in hands-on Python exercises to gain expertise in preparing datasets for NLP models. Venture into the realm of advanced NLP algorithms and visualization techniques as you harness open-source data from websites, streamline document summarization, and generate enthralling random text. In the culminating chapters, you'll apply your newfound NLP prowess to create a sophisticated chatbot capable of detecting positive or negative sentiment in text documents, such as movie reviews. Witness the Revolution: Automating Workflows with GPT-4As a data scientist, time is of the essence, and the need to extract valuable data from various formats and consolidate it efficiently is paramount. With the advent of ChatGPT in November 2022, data scientists worldwide began leveraging chatbot assistance to streamline daily workflows and focus on devising innovative ideas and building superior models. With the release of GPT-4, curiosity is piqued: can this latest iteration offer significant benefits over its predecessors, and ultimately save even more time? In this illuminating article, we compare GPT-4 and GPT-3.5 by creating identical prompts and evaluating their performance to determine whether GPT-4 truly delivers on its promises. Computers & Human Senses: Parallel Worlds of ProcessingJust as humans rely on ears for hearing and eyes for seeing, computers utilize specialized programs for reading and microphones for audio collection. Throughout the course, you'll delve into the intricate process of converting inputs into machine-readable code and explore how to extract vital information from text. Master unsupervised and supervised techniques for topic modeling, and analyze short text data like tweets with precision. Developing state-of-the-art chatbots using NLTK and Rasa, you'll learn to visualize text data in new and insightful ways. By the conclusion of this immersive NLP course, you'll have harnessed an extraordinary set of tools for text processing and unlocked the door to a world of powerful real-world applications.
