E-book details

Machine Learning Solutions. Expert techniques to tackle complex machine learning problems using Python

Machine Learning Solutions. Expert techniques to tackle complex machine learning problems using Python

Jalaj Thanaki

Ebook
Machine learning (ML) helps you find hidden insights from your data without the need for explicit programming. This book is your key to solving any kind of ML problem you might come across in your job.

You’ll encounter a set of simple to complex problems while building ML models, and you'll not only resolve these problems, but you’ll also learn how to build projects based on each problem, with a practical approach and easy-to-follow examples.

The book includes a wide range of applications: from analytics and NLP, to computer vision domains. Some of the applications you will be working on include stock price prediction, a recommendation engine, building a chat-bot, a facial expression recognition system, and many more. The problem examples we cover include identifying the right algorithm for your dataset and use cases, creating and labeling datasets, getting enough clean data to carry out processing, identifying outliers, overftting datasets, hyperparameter tuning, and more. Here, you'll also learn to make more timely and accurate predictions.

In addition, you'll deal with more advanced use cases, such as building a gaming bot, building an extractive summarization tool for medical documents, and you'll also tackle the problems faced while building an ML model. By the end of this book, you'll be able to fine-tune your models as per your needs to deliver maximum productivity.
  • 1. Credit Risk Modeling
  • 2. Stock Market Price Prediction
  • 3. Customer Analytics
  • 4. Recommendation Systems for E-Commerce
  • 5. Sentiment Analysis
  • 6. Jobs Recommendation Engine
  • 7. Text Summarization
  • 8. Developing Chatbots
  • 9. Building a Real-Time Object Recognition App
  • 10. Face Recognition and Face Emotion Recognition
  • 11. Building Gaming bot
  • 12. Appendix A
  • 13. Appendix B
  • Title: Machine Learning Solutions. Expert techniques to tackle complex machine learning problems using Python
  • Author: Jalaj Thanaki
  • Original title: Machine Learning Solutions. Expert techniques to tackle complex machine learning problems using Python
  • ISBN: 9781788398893, 9781788398893
  • Date of issue: 2018-04-27
  • Format: Ebook
  • Item ID: e_153v
  • Publisher: Packt Publishing