Intel Post Graduate Diploma In Data Science offered by TimesPro
- Private Institute
- Estd. 2013
Intel Post Graduate Diploma In Data Science at TimesPro Overview
Duration | 6 months |
Total fee | ₹1.25 Lakh |
Mode of learning | Online |
Difficulty level | Intermediate |
Course Level | PG Diploma |
Intel Post Graduate Diploma In Data Science at TimesPro Highlights
- Earn a diploma after completion
- Taught by Industry Pros
- Participate in INTEL Hackathons, webinars and seminars by industry experts
- Mini projects from industries such as Healthcare, BFSI, Retail, Telecom, IT, etc
- Hands-on actual data sets
- Fee payment can be made in installments
Intel Post Graduate Diploma In Data Science at TimesPro Course details
- Working professionals/Freshers with an analytic bent of mind and superlative academic credentials with an Engineering background
- Proficiency in statistical analysis techniques, including hypothesis testing, regression analysis, and multivariate analysis, enabling informed decision-making based on data-driven insights
- Mastery of machine learning algorithms and methodologies for classification, regression, clustering, and dimensionality reduction, empowering the creation of predictive models for diverse applications
- Competence in big data technologies such as Hadoop, Spark, and distributed computing frameworks, facilitating scalable data processing and analysis of large datasets
- Advanced skills in data manipulation and transformation using tools like SQL, Python, and R, enabling effective extraction, cleaning, and preparation of data for analysis
- The Intel Post Graduate Diploma in Data Science offers a comprehensive curriculum covering statistical analysis, machine learning, and big data technologies
- Through hands-on projects and industry-aligned coursework, students develop expertise in data manipulation, visualization, and predictive modeling, preparing them for impactful careers in data-driven decision-making and analytics
Intel Post Graduate Diploma In Data Science at TimesPro Curriculum
Module 1: Foundation Courses for Data Science
Understanding Data Science
Introduction to Programming with Python
Foundations of Linear Algebra
Foundations of Statistics
Module 2: Python for Data Science
Getting Started with Python Programming
Hands-on Linear Algebra with NumPy
Data Pre-Processing using Pandas
Basic Data Visualization using Matplotlib
Module 3: Statistical Thinking for Data Science
Descriptive Statistics
Essential Concepts in Probability
Probability Distributions
Inferential Statistics
Module 4: Exploratory Data Analysis and Data Visualization
Sourcing data from different sources
Data Wranglings
Working with Databases (SQL Primer)s
Designing your own data for business problems
Exploratory Data Analysis
Data Visualization using Tableau
Module 5: Big Data
Why Big Data?
Hadoop as a solution to Big Data
Hadoop Ecosystem
HDFS, Map Reduce, YARN, Apache HIVE
Module 6: Machine Learning Techniques
Introduction to Machine Learning
Linear Regression
k Nearest Neighbours
Logistic Regression
Support Vector Machines
Unsupervised Learning using Clustering
Decision Trees
Module 7: Advanced Machine Learning Techniques
Bias and Variance
Overfitting and Regularization
Ensemble Methods in Machine Learning
Gradient Boosting Machines
Feature Engineering and Feature Selection Techniques
Special Cases in Machine Learning
Working with Time Series Data
Time Series Forecasting
Module 8: Text Analytics
Introduction to Text Data & Analytics
Pre Processing Text Data
Sentiment Analysis on Text Data
Document Summarization
Topic Modelling
Module 9: Programming with TensorFlow
Programming with TensorFlow
What is new with TensorFlow 2.0
Module 10: Foundations of Neural Network
Introduction to Perceptron
Perceptron training
Deep Neural Networks
Keras
Module 11: Deep Learning
Image Recognition using CNN
Speech Recognition using RNN
Module 12: Capstone Project
End-to-end project execution
Choice of projects on a variety of problems and data sets
Mentoring by experts
Intel Post Graduate Diploma In Data Science at TimesPro Entry Requirements
- Professionals with up to 4 years of experience possessing a Bachelor's/Master's Degree in Engineering or BSc/MSc in Computer Science or a BCA/MCA
- An equivalent qualification (with Mathematics / Statistics as one of the subjects)
Intel Post Graduate Diploma In Data Science at TimesPro Admission Process
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Intel Post Graduate Diploma In Data Science at TimesPro Contact Information
18th floor, F Wing, Lotus Corporate Park, Off Western Express Highway
Mumbai ( Maharashtra)