intermediate Python • basics of NumPy, pandas, and Jupyter Notebook
skills learned
use a dictionary to decode and encode data • learn NumPy array indexing techniques • understand Python dictionary data structure, and how to edit and manipulate it
In this liveProject, you’ll explore a dataset of movie reviews and prepare it for sentiment analysis. The dataset you've provided is balanced between positive and negative reviews, but is encoded in such a way that you will need to use the dictionary (lookup) in this dataset package to decode the content to plain text. Your challenges will include decoding the data to plain text, and then converting the plain text into tokens in a Pythonic manner.
This project is designed for learning purposes and is not a complete, production-ready application or solution.
project
$29.99
$19.99
you save $10.00 (33%)
with subscription
$24.99
project author
KC Tung
KC Tung is an AI architect, machine learning engineer, and data scientist who specializes in delivering AI, deep learning, and NLP models across enterprise architectures. As an AI architect at Microsoft, he helps enterprise customers with use-case driven architecture, AI/ML model development/deployment in the cloud, and technology selection and integration best suited for their requirements. He is a Microsoft certified AI engineer and data engineer. He has a PhD in molecular biophysics from the University of Texas Southwestern Medical, and has spoken at the 2018 O'Reilly AI Conference in San Francisco and the 2019 O'Reilly Tensorflow World Conference in San Jose.
prerequisites
This liveProject is for Python programmers interested in common tools for encoding data for NLP. To begin this liveProject, you will need to be familiar with:
TOOLS
Intermediate Python, with basics of NumPy and pandas
Basics of Jupyter Notebook
Basics of Google Colab notebook
Basics of TensorFlow
TECHNIQUES
Basics of NLP
Basics of deep learning
features
Self-paced
You choose the schedule and decide how much time to invest as you build your project.
Project roadmap
Each project is divided into several achievable steps.
Get Help
While within the liveProject platform, get help from fellow participants and even more help with paid sessions with our expert mentors.
Compare with others
For each step, compare your deliverable to the solutions by the author and other participants.
book resources
Get full access to select books for 90 days. Permanent access to excerpts from Manning products are also included, as well as references to other resources.
related titles
related titles
choose your plan
pro
monthly
annual
$24.99
$249.99
only $20.83 per month
access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
choose another free product every time you renew
choose twelve free products per year
exclusive 50% discount on all purchases
renews monthly, pause or cancel renewal anytime
renews annually, pause or cancel renewal anytime
Explore IMDb Dataset project for free
team
monthly
annual
$49.99
$399.99
only $33.33 per month
five seats for your team
access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!