IISc Bangalore - IISC - PG Level Advanced Certification in Computational Data Science offered by TalentSprint, Hyderabad
IISC - PG Level Advanced Certification in Computational Data Science at TalentSprint, Hyderabad Overview
Duration | 12 months |
Total fee | ₹4.00 Lakh |
Mode of learning | Online |
Credential | Certificate |
IISC - PG Level Advanced Certification in Computational Data Science at TalentSprint, Hyderabad Highlights
- Earn a executive PG certificate from IISC, Bangalore
- Option to pay fee with 0% interest with EMI available
- 1:1 mentoring by industry and academia experts
- Curated industry Capstones, and option to Bring Your Own project
- Designed and taught by IISc?s computational and data sciences department
IISC - PG Level Advanced Certification in Computational Data Science at TalentSprint, Hyderabad Course details
- For aspiring data scientists keen to build expertise from a leading institute of excellence
- For professionals who are willing to gain an in-depth understanding of the mechanics of working with data and identifying insights
- For data scientists, data architects looking for career enhancements and transformations
- For programmers aspiring to take up roles of data scientists, data architects
- For leaders seeking to build data driven organizations
- Design, build and deploy solutions to take data-driven real-world decisions
- Build compelling Data Stories to chronicle your learning journey
- The course enables working professionals to gain practical hands-on experience in solving real-life challenges and teaches participants how to build powerful models to generate actionable insights, necessary for making data-driven decisions
- It offers a unique 5-step learning process of live online faculty-led interactive sessions, capstone projects, mentorship, case studies and data stories to ensure fast-track learning
- So far, the programme has witnessed an overwhelming response for its last 5 cohorts, enabling 620+ professionals to build Data Science expertise
- Total Fee for International Participants: $6000
- Class Schedule: On Saturday & Sunday
IISC - PG Level Advanced Certification in Computational Data Science at TalentSprint, Hyderabad Curriculum
Module 0: Bridge Module
Python Pandas
Seaborn
Data Munging Variables
Matrices
Functions
Derivatives sklearn TF2
keras Google Data Studio
Mini-Projects in Data Cleaning, Handing, Python
Module 1: Foundations of Data Science
Probabilistic Description of Events and Data: Probability Axioms, Random Variables, PDF, PMF, Conditional Probabilty, Independence, Expectation, Variance
Statistical Learning, Experiment Design, Confidence Interval and Hypothesis Testing
Bayesian Learning
Univariate and Multivariate Calculus, Norms of Vectors and Functions
Taylor's theorem and Automatic Differentiation
Fundamentals of Linear Algebra Spaces
Machine Learning Tools
Module 2: Machine Learning
The ML Process: Problem Formulation to Solution
Linear Regression, Bias/Variance, Regularization, Stochastic Gradient Descent
Linear Classification: Logistic Regression, Linear SVM, Classification Metrics (Confusion Matrix)
Nonlinear SVM, Decision Tree
Ensemble Methods: Random Forest, Gradient Boosting
Unsupervised Learning: Clustering, Anomaly Detection
Module 3: MLOps at Scale
Object-oriented programming (OOP)
Parallel Architectures: Fundamentals of Parallel computer Memory Architecture, Parallel programming with MPI
Parallel Computing with Accelerators: Parallel programming with OpenMP, Accelerated computing using GPU
Scalable Computing with Python: Numba
Introduction to MLOps, Foundations, MLOps for containers, Continuous Integration, Continuous Deployment for ML models, Monitoring and Feedback
Module 4: Neural Networks
Fundamentals of Deep Learning
Multi Layer Perceptron - Deep Neural Networks
Training a MLP - Backprop, Optimization Methods, Rules of Thumb
Convolutional Neural Network for Computer Vision
Recurrent Neural Network for Sequential Modeling
Dimensionality Reduction (PCA, SNE), Generative Models (GANs, VAE)
Reinforcement Learning
Module 5: Data Engineering
Introduction to Big Data storage systems
Introduction to Big Data processing platforms
Deep Dive into Spark: RDD, Narrow, Wide Transformations
Deep Dive into Spark: Designing, implementing, evaluation and validating computational and analytics application using Spark
Fast Data Processing Platforms: Apache Storm
Module 6: Business Analytics: Data Science in Practice
Time Series Models: Time Series for Business and Financial Data
Market Basket Analysis
Portfolio Optimization
Customer Churn Analysis
Data Analytics in Infectious Disease Spread
IISC - PG Level Advanced Certification in Computational Data Science at TalentSprint, Hyderabad Faculty details
IISC - PG Level Advanced Certification in Computational Data Science at TalentSprint, Hyderabad Entry Requirements
- Education: Bachelors (four years or equivalent) degree or Masters in Science/Engineering/Management
- Experience: Minimum 1 year work experience
- Pre-requisite: Programming knowledge required
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