Data Science and Machine Learning with Python Part II

This course will help you learn the fundamentals. It is aimed for complete beginners. You can expect to learn few tips to work quickly and efficiently with technologies like HTML, CSS and Python. This is course is divided into three parts for your convenience. Finish all the three parts to learn the fundamentals of all the development technologies.

Coupon code - WIISEGT

It is available for all the learners.

WIISE

The outline of this course is mentioned below:

Dealing with Real-World Data:

• Bias/Variance Tradeoff
• K-Fold Cross-Validation to avoid overfitting
• Data Cleaning and Normalization
• Cleaning web log data
• Normalizing numerical data
• Detecting outlie

Apache Spark: Machine Learning on Big Data:

• Installing Spark - Part 1
• Installing Spark - Part 2
• Spark Introduction
• Spark and the Resilient Distributed Dataset (RDD)
• Introducing MLLib
• Decision Trees in Spark
• K-Means Clustering in Spark
• TF / IDF
• Searching Wikipedia with Spark
• Using the Spark 2.0 DataFrame API for MLLib

Experimental Design:

• A/B Testing Concepts
• T-Tests and P-Values
• Hands-on With T-Tests
• Determining How Long to Run an Experiment
• A/B Test Gotchas

Deep Learning and Neural Networks:

• Introduction to Deep Learning
• Deep Learning Pre-Requisites
• The History of Artificial Neural Networks
• Deep Learning in the Tensorflow Playground
• Deep Learning Details
• Introducing Tensorflow
• Using Tensorflow, Part 1
• Using Tensorflow, Part 2
• Introducing Keras
• Using Keras to Predict Political Affiliations
• Convolutional Neural Networks (CNN's)
• Using CNN's for handwriting recognition
• Recurrent Neural Networks (RNN's)
• Using a RNN for sentiment analysis
• The Ethics of Deep Learning
• Learning More about Deep Learning
• Deep Learning Project Solution
• More No Shilling: Part 1
• More No Shilling: Part 2

Final Project:

• Your final project assignment
• Final project review

You made it!:

• More to Explore

BONUS:

• Bonus Lecture: Discounts on my Spark and MapReduce courses!

WIISE is a 'Professional Learning Network'​ with a global outreach that helps anyone to learn anything to achieve personal and professional goals.

We bring top-rated interactive learning courses & certifications from across the world through respected Global Academic Institutes and Industry experts to our learners.

WIISE for Teams is a Smart training solution suitable for growing businesses (SMB’s) - deliver online cost-effective, on-demand training, staff engagement & Upskilling to their employees and customers. WIISE incorporates the latest micro-learning & social-learning techniques that provides fast and engaging training at a fraction of cost of traditional training methods.

WIISE is brought by respectable Learning services & Skill development company - PositiveShift Group - Silicon Valley CA USA, India (www.positiveshift.in). The company has been awarded unique Innovation partnership with National Skill Development Corporation (NSDC) and Ministry of Skill Development and Entrepreneurship, Govt of India.