EduTech Versity

Applied Data Science and Machine Learning Master’s Program

The Master’s Programme in Applied Data Science and Machine Learning, is a cutting-edge course designed to enable learners to build deep tech capabilities and make data-driven business decisions.

Program Overview

Is this Course for You?

Dear College Student, this course might be just what you need if…

You are not studying Computer science but want to learn Software Skills.

You want an Internship and wish to work on Live Projects.

You want to learn more than the theory taught in college.

You want to enhance your Skills in Tech to land a great job.

Pogram Overview

The Master’s Programme in Applied Data Science and Machine Learning, is a cutting-edge course designed to enable learners to build deep tech capabilities and make data-driven business decisions. With the massive amount of data generated daily from millions of devices, Applied Data Science has become a crucial field in today’s world. The program offers a unique learning experience that combines masterclass lectures, hands-on labs, hackathons, workshops, industry interactions, and a campus visit to fast-track learning.

The Data Science course covers various topics such as data preprocessing, machine learning algorithms, deep learning models, and natural language processing, among others, to prepare learners to handle complex data sets and provide data-driven solutions. The curriculum is designed to meet industry standards and includes real-world case studies, ensuring learners have hands-on experience working with industry-relevant tools and technologies. The course also enables learners to acquire soft skills such as communication, teamwork, and leadership, which are essential for success in the workplace.

Participants of the course benefit from the expertise of leading faculty members and industry experts, who provide personalized guidance and mentorship throughout the course.

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Internships

Worried about college internships and projects?

Worry No More !

At EduTech Versity, we offer internships and projects as part of our courses.

Syllabus

  • Understanding the Data
  • Probability and its uses
  • Statistical Inference
  • Data Clustering
  • Testing the Data
  • Regression Modelling
  • Introduction to Data Science and ML using Python
  • Data Handling, Sequences and File Operations
  • Deep Dive – Functions, OOPs, Modules, Errors, and Exceptions
  • Introduction to NumPy, Pandas, and Matplotlib
  • Data Manipulation
  • Introduction to Machine Learning with Python
  • Dimensionality Reduction
  • Supervised Learning
  • Unsupervised Learning
  • Association Rules Mining and Recommendation Systems
  • Reinforcement Learning
  • Time Series Analysis 
  • Model Selection and Boosting
  • Statistical Foundations
  • Database Integration with Python
  • Data Connection and Visualization in Tableau
  • Advanced Visualizations
  • Introduction to Big Data Hadoop and Spark
  • Introduction to Python for Apache Spark
  • Functions, OOPs, and Modules in Python
  • Deep Dive into Apache Spark Framework
  • Playing with Spark RDDs
  • Data Frames and Spark SQL
  • Machine Learning using Spark MLlib
  • Deep Dive into Spark MLlib
  • Understanding Apache Kafka and Apache Flume
  • Apache Spark Streaming – Processing Multiple Batches
  • Apache Spark Streaming – Data Sources
  • Implementing an End-to-End Project
  • Spark GraphX
  • Data Preparation using Tableau Prep
  • Data Connection with Tableau Desktop
  • Basic Visual Analytics
  • Calculations in Tableau
  • Advanced Visual Analytics
  • Level Of Detail (LOD) Expressions in Tableau
  • Geographic Visualizations in Tableau
  • Advanced Charts in Tableau
  • Dashboards and Stories
  • Introduction to Text Mining and NLP
  • Extracting, Cleaning and Preprocessing Text
  • Analyzing Sentence Structure
  • Text Classification
  • Introduction to Deep Learning
  • Getting Started with TensorFlow
  • Convolution Neural Network
  • Regional CNN
  • Boltzmann Machine & Autoencoder
  • Generative Adversarial Network (GAN)
  • Emotion and Gender Detection
  • Introduction to RNN and GRU
  • LSTM
  • Auto Image Captioning Using CNN LSTM
  • Developing a Criminal Identification and Detection Application Using OpenCV
  • TensorFlow for Deployment
  • Project
  • Introduction to Reinforcement Learning
  • Bandit Algorithms and Markov Decision Process
  • Dynamic Programming & Temporal Difference Methods
  • Deep Q Learning
  • Introduction to Graphical Model
  • Bayesian Network
  • Markov’s Networks
  • Inference
  • Model Learning
  • Introduction to Decision Tree
  • Data design for Modelling
  • Data treatment before Modelling
  • Classification of Tree development and Algorithm details
  • Industry practice of Classification Tree-Development, Validation and Usage
  • Regression Tree and Auto Pruning
  • CHAID Algorithm
  • Other Algorithms
  • Introduction to Machine Learning
  • Recommendation Engine
  • Implementing a recommender and recommendation platform
  • Clustering
  • Classification
  • Data Preparation using Tableau Prep
  • Data Connection with Tableau Desktop
  • Basic Visual Analytics
  • Calculations in Tableau
  • Advanced Visual Analytics
  • Level Of Detail (LOD) Expressions in Tableau
  • Geographic Visualizations in Tableau
  • Advanced Charts in Tableau
  • Dashboards and Stories
  • Introduction to Power BI
  • Power BI Desktop and Data Transformation
  • Data Analysis Expressions (DAX)
  • Data Visualization
  • Power BI Service
  • Connectivity Modes
  • Power BI Report Server
  • R & Python in Power BI
  • Advance Analytics in Power BI

Tools & Technologies You will Learn

Hear what our Learners Have to Say...

As a college student, I was looking for ways to gain practical skills that would make me stand out in the job market. Their software courses are incredibly comprehensive and practical. I learned not only programming languages but also how to apply them in real-world scenarios.

Vishal

The internships and project opportunities they offer are invaluable. I had the chance to work on real projects, and this experience set me apart during job interviews. Thanks to EduTech Versity, I secured an amazing job right out of college. I highly recommend them to any student looking to boost their employability.

Divya

EduTech Versity truly provided me with a career-changing experience. Their software courses are well-structured and up-to-date with industry standards. I appreciated the hands-on approach, which allowed me to apply what I learned immediately.

Sunil

The hands-on experience and industry-oriented curriculum make all the difference. I completed a challenging project with their guidance, and it became a highlight on my resume.

I secured an internship at a renowned tech company through their program, and it was the stepping stone to my career.

Priya

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