Caltech - Post Graduate Program in Data Science
- Offered bySimplilearn
- Private Institute
- Estd. 2010
Post Graduate Program in Data Science at Simplilearn Overview
Duration | 11 months |
Total fee | ₹1.70 Lakh |
Mode of learning | Online |
Official Website | Go to Website  |
Credential | Certificate |
Post Graduate Program in Data Science at Simplilearn Highlights
- Earn a certificate after completion of the course
- 3 capstones and 25+ hands-on projects from various industry domains
- Fee can be paid in installments
- Access to purdue’s alumni association membership on program completion
Post Graduate Program in Data Science at Simplilearn Course details
IT Professionals
Recent Graduate
Data Analysts and Scientists
Technology Enthusiast
Exploratory Data Analysis
Descriptive Statistics
Inferential Statistics
Model Building and Finetuning
Supervised and Unsupervised Learning
Ensemble Learning
Deep Learning
Data Visualization
Generative AI
Prompt Engineering
ChatGPT
Explainable AI
Machine Learning Algorithms
Model Training and Optimization
Model Evaluation and Validation
Natural Language Processing
Computer Vision
Reinforcement Learning
Speech Recognition
The Post Graduate Program in Data Science is a comprehensive curriculum designed to equip students with the knowledge and skills necessary to excel in the data-driven world
It aims to prepare students to solve complex data problems and make informed decisions based on data insights, catering to both professionals seeking to advance their careers and recent graduates aiming to specialize in data science
Post Graduate Program in Data Science at Simplilearn Curriculum
Program Induction
Programming Refresher
Master procedural & OOP in Python
Understand Python's benefits
Install Python & its IDE
Data Management using SQL
Understand databases & relationships
Use query tools & SQL commands
Master transactions, table creation, & views
Python for Data Science (IBM)
Gain Python skills for data science
Write Python scripts proficiently
Perform hands-on data analysis
Applied Data Science with Python
Explore data prep, modeling, & evaluation
Master NumPy, array indexing, slicing
Understand skewness, covariance, correlation
Machine Learning
Explore diverse ML types & applications
Understand ML pipeline & supervised learning
Learn regression models & classification algorithms
Deep Learning Specialization
Deploy deep learning tools with AI/ML frameworks
Explore fundamental concepts & practical applications
Understand deep learning vs. machine learning
Essentials of Generative AI, Prompt Engineering & ChatGPT
Understand the fundamentals of artificial intelligence and generative AI models
Comprehend the concept of explainable AI, recognize its significance, and identify different approaches
Gain an understanding of ChatGPT, including its working mechanisms, notable features, and limitations
Generative AI for Data Professionals
Explore generative AI's role in data science
Learn its applications across industries
Overcome lifecycle challenges with generative AI
Capstone Project
Electives:
Academic Masterclass by Purdue University Online
PGP DS - Industry Masterclass by IBM
PGP DS - R Programming for Data Science (IBM)
Post Graduate Program in Data Science at Simplilearn Entry Requirements
- N/A
A bachelor's degree with an average of 50% or higher marks
Basic understanding of programming concepts and mathematics
2+ years of work experience preferred
Post Graduate Program in Data Science at Simplilearn Admission Process
Important Dates
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Post Graduate Program in Data Science