Technics Publications

Data Science and Machine Learning

$119.99

Data Science and Machine Learning

About PebbleU

PebbleU is our interactive platform where you can take courses and read our books on any device, as well as annotate, add bookmarks, and perform intelligence searches. A collection is a group of one or more books and courses that you can annually subscribe to on PebbleU. If a collection contains books, you will also receive PDF Instant Downloads of those books. New features weekly!

See PebbleU in Action

Data Science and Machine Learning

Follow along with machine learning expert Advait Jayant through a combination of lecture and hands-on and master the practical aspects of data science and machine learning. Over 50 hours of instruction cover all aspects of the craft.

Topics covered include:

  • Recurrent Neural Networks
  • Advanced Convolutional Neural Networks (CNNs) and Transfer Learning
  • Advanced Data Acquisition using Python Scrapy
  • Advanced Neural Networks
  • Bayes Theorem and the Naive Bayes Classifier
  • Building Web Crawlers for Data Acquisition with Python Scrapy
  • Closed Form Solution of Linear Regression and Locally Weighted Regressions (LOWESS)
  • Convolutional Neural Networks (CNNs)
  • Data Visualization and Data Generation using Python and Matplotlib
  • Facial Detection and Recognition using OpenCV (BONUS: Create your own Snapchat Filter!)
  • Linear Algebra Made Simple
  • Managing Large Datasets using Convolutional Neural Networks (CNNs)
  • Manipulating Matrices using NumPy
  • Markov Chains for Text Generation (NLP)
  • Multivariate Linear Regression (Multiple-Linear Regression) Complete Guide
  • Naive Bayes Classifier Advanced Concepts
  • Probability Distribution, Statistics, and Data Analysis using Pandas
  • Using Python to Master the Concepts of Object Oriented Programming (OOP), File Handling, and Iteration

Bestsellers

Faculty may request complimentary digital desk copies

Please complete all fields.