Advanced Certificate in Machine Learning and Cloud 

PRE-PROGRAM PREPARATION

INTRODUCTION TO PYTHON

Get acquainted with Data Structures and Object Oriented Programming

PYTHON FOR DATA SCIENCE

Learn how Python is used for Data Manipulation

DATA VISUALIZATION USING PYTHON

Learn how Python is used for Data Visualization

EXPLORATORY DATA ANALYSIS

Learn how to summarize data and derive initial insights

INTRODUCTION TO MACHINE LEARNING AND CLOUD

INTRODUCTION TO MACHINE LEARNING

Learn Machine Learning and its applications

INTRODUCTION TO CLOUD

Learn virtualization, public and private clouds

CLOUD INFRASTRUCTURE USING AWS

Learn elastic provision services and how to set up cloud

DATA WAREHOUSING AND DATA MANAGEMENT

INTRODUCTION TO HDFS

Understand the distributed file system and Hadoop architecture

INTRODUCTION TO SQL

Learn the basic SQL queries to read, write and manage data in a database

ADVANCED SQL

Learn the advanced SQL queries and gain mastery over this programming language

HIVE QUERYING

Learn to access or modify large datasets stored in a distributed file system

BIG DATA PROCESSING USING SPARK

INTRODUCTION TO SPARK

Understand the architecture and functionality of spark

PYSPARK PROGRAMMING

Learn the fundamentals and different libraries of pyspark

DATASET PROCESSING USING PYSPARK

Learn to implement the data analysis using pyspark

MACHINE LEARNING - 1

INFERENTIAL STATISTICS AND HYPOTHESIS TESTING

Learn Probability Distribution Functions, Random Variables, Sampling Methods,Central Limit Theorem and more to draw inferences. Understand how to formulate and test hypotheses to solve business problems

LINEAR REGRESSION

Learn to implement Linear Regression and predict continuous data values

LOGISTIC REGRESSION

Learn how supervised learning is used for classification

MACHINE LEARNING - 2

DECISION TREE

Tree-based models that are simple and easy to use learn the fundamentals on how to implement them
CLUSTERING

Learn how to create segments based on similarities using K-means and hierarchical clustering

REGRESSION + MODEL SELECTION ON SAGEMAKER

Learn to use the AWS services like sagemaker to implement the machine learning models