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Analyze and parse HTML responses, programmatically scrape web data, and utilize Pandas DataFrames to store, transform, and merge tables.
This course examines the Monte Carlo methods and its types and solves the frozen lake problem with Monte Carlo methods.
Generate and paraphrase text using different models for use in Python. Understand the applications and challenges of text summarization models.
Perform geometric transformations, arithmetic operations, and image cropping using NumPy and OpenCV functions.
This module will look at how to build different variants of DRQN including DARQN to solve the problem of Atari game
The module covers the theory behind reinforcement learning and introduces Markov chains and Markov Decision Processes
Understand how supervised and unsupervised machine learning methods can be used to construct and implement a text classifier in Python.
Learn how to collect, clean and categorize data for your projects. Then extract the key textual features and present them visually.
Understand what vectors are, and how they can be used to compare the frequencies of words and similar documents, and group them accordingly.
Discover the basic tools and techniques required to preprocess data to use in an NLP project.
Explore the libraries and frameworks used to perform sentiment analysis on textual data.
Learn about various Topic Modeling algorithms, and how to apply them to datasets. Compare the strengths of different algorithms with some practical challenges.
Generate and paraphrase text using different models for use in Python. Understand the applications and challenges of text summarization models.
Collect data by scraping web pages, then analyze your findings. Learn how to use APIs to retrieve real-time data from Twitter.
This module covers handling new data and creating a model that can learn continuously from the patterns and help make better predictions.
This module covers the basics components of a neural network and its essential operations. It also explores a trained neural network created using TensorFlow
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