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Introduction to Data Science, Machine Learning & AI using Python Training Blended Learning

Overview

If you want to become a Data Scientist, this is the place to begin! Introduction to Data Science, Machine Learning & AI (Python version) covers every stage of the Data Science Lifecycle, from working with raw datasets to building, evaluating and deploying Machine Learning (ML) and Artificial Intelligence (AI) models that create efficiencies for the organisation and lead to previously undiscovered insights from your data.

It begins by teaching you how to use Python libraries, such as Pandas, Numpy and SciPy, to work with all types of data in Python, including everything from data in a Relational Database to Google Images. You’ll learn how to manage, transform and visualise data in every conceivable way, in order to unearth the real value in your current and historic data. You’ll then use Python libraries such as Scikit- Learn to understand how to build, evaluate and deploy many Machine Learning (ML) and Artificial Intelligence (AI) models that not only predict into the future but constantly learn from data as new events unfold.

By the end, you will be able to confidently apply many ML & AI techniques to both enhance your organisation’s efficiencies and, through predictive modelling, be prepared for future possibilities.

Key Features of this Data Science, Machine Learning & AI using Python Training:

  • Exclusive LinkedIn group membership for peer and SME community support
  • After-course instructor coaching benefit
  • End-of-course exam included
  • After-course computing sandbox included

What's Included

Unlimited annual access to:

  • 5-day instructor-led training course
  • 1-day instructor-led review session
  • 12 eBooks
  • 2 on-demand videos
  • One-on-one after-course instructor coaching
  • After-course computing sandbox access
  • End-of-course exam included

More Information

You Will Learn How To:

  • Translate everyday business questions as well as more complex problems into Machine Learning tasks in order to make truly data-driven decisions
  • Use Python Pandas, Matplotlib & Seaborn libraries to Explore, Analyse & Visualise data from varied sources (the Web, Word documents, Email, Twitter, NoSQL stores, Databases, Data Warehouses & more) for patterns and trends relevant to your business
  • Train a Machine Learning Classifier using different algorithmic techniques from the Scikit-Learn library (eg. Decision Trees, Logistic Regression, Neural Networks)
  • Re-segment your customer market using K-Means & Hierarchical algorithms for better alignment of products & services to customer needs
  • Discover hidden customer behaviours from Association Rules and build a Recommendation Engine based on behavioral patterns
  • Investigate relationships & flows between people and business relevant entities using Social Network Analysis
  • Build predictive models of revenue and other numeric variables using Linear Regression

On-Demand Training Content

Data Science Blended Training Description

The eBooks and on-demand courses provided as with this offering are a great way to explore your interest in the topics covered in the instructor-led course. At any time during your annual access to this offering, you may attend the 5-day instructor-led course or one of our 1-day review sessions.

How to Schedule Your Instructor-Led Training

Once payment is received, you will receive details for your Unlimited Access Training Bundle via email. At that time, you may call or email our customer service team for assistance in enrolling in the event date of your choice.

On-Demand Training Content

eBooks

  • Managing Data Science
  • Hands-On Data Analysis with Pandas
  • Hands-On Python Natural Language Processing
  • Data Science Algorithms in a Week - Second Edition
  • Machine Learning for Algorithmic Trading - Second Edition
  • Hands-On Neural Networks
  • Mastering Machine Learning Algorithms - Second Edition
  • Hands-On Machine Learning with scikit-learn and Scientific Python Toolkits
  • Hands-On Data Science for Marketing
  • Python Feature Engineering Cookbook
  • Artificial Intelligence By Example - Second Edition
  • Hands-On Machine Learning on Google Cloud Platform

On-Demand Videos

  • Exploratory Data Analysis with Pandas and Python 3.x
  • Advanced Data Structures and Algorithms in Python

What background do I need?

Just an interest in gaining foundational knowledge of data science. This data scientist training course is designed for technical and non-technical beginners.

Is the on-demand content the same as the 5-day instructor class?

No. While the content selected does map to the objectives of the instructor-led course, it does not include a recorded version of the instructor-led class. The objectives have been re-imagined to be presented in digital, self-guided formats.

What on-demand content will I receive?

An outline of the content you will receive can be seen above. 

How will I access my course materials if I choose this method?

Once payment is received, you will receive an email with all the links and information you need to get started.

How can I sign up for a review session?

Once you are enrolled in the program, specific details and dates will be sent to you.

How do I schedule my instructor-led training?

Once payment is received, you will receive details for your Unlimited Access Training Bundle via email. At that time, you may call or email our customer service team for assistance in enrolling in the event date of your choice.

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