CSTCP-IIIT Allahabad PG Certificate Program in Machine Learning and Big Data Analytics
5.0 /5- Offered byTalentedge
- Estd. 2012
CSTCP-IIIT Allahabad PG Certificate Program in Machine Learning and Big Data Analytics at Talentedge Overview
Duration | 12 months |
Total fee | ₹2.00 Lakh |
Mode of learning | Online |
Difficulty level | Intermediate |
Official Website | Go to Website  |
Credential | Certificate |
CSTCP-IIIT Allahabad PG Certificate Program in Machine Learning and Big Data Analytics at Talentedge Highlights
- Earn CSTCP-IIITA certificate of completion along with Executive Education Alumni Status
- A 2-day on-campus module at CSTCP-IIIT Allahabad facilitating faculty and peer interaction
- Get 3 Months Career Coaching and Job Search Support
- 1 month internship provided
- Learn Programming Languages like Python, Scikit Learn, Tensor Flow etc
- Work on Capstone project
CSTCP-IIIT Allahabad PG Certificate Program in Machine Learning and Big Data Analytics at Talentedge Course details
- Beginners: Working Professionals and Executives looking to embark on a career in ML
- Executives with Analytical Aptitude: Developers, software engineers, and database architects aspiring to gain expertise in the field of DS or ML
- Data Analysts: Business and Data Analysts who are responsible to churn through, and infer from large databases and handle big data-based projects
- Tech-Enthusiasts: Technology enthusiasts seeking to gain a deeper understanding of ML algorithms
- Earn a Certificate of Completion and gain Alumni Status.
- The knowledge imparted through the walkthrough, demonstrations, and class exercises to develop hands-on skills.
- Opportunity to complete 1 month of professional Internship doing hands-on projects with TransOrg Analytics
- Two Campus Immersion modules of 3 days each, at the commencement and culmination of the program, that provides participants with an opportunity to experience the campus, meet the faculty and network with peers
- Programming languages and tools covered include Python, Scikit Learn, Tensor Flow, etc.
- Organizations today operate in a world surrounded by data and data that is understood and analyzed smartly can play a pivotal role in determining the success of many businesses. Data Science, through its various inherent tools and techniques, is successfully adding value to all the business models by using statistics and deep learning to make better, relevant, and timely decisions. Understanding the dynamics of data and knowing how to deal with data has therefore become a critical skill in an organizational context. No wonder that Harvard Business Review has termed Data Scientist as the Sexiest Job of the 21st Century!
- The objective of this course is to introduce participants to the intricacies of data science and techniques of machine learning. This course will expose participants to hands-on experience of popular and in-demand tools in the BDA and ML area and has been designed with an intention to impart practical problem-solving skills to participants which in turn will enhance prospects of career growth in this sunrise domain.
CSTCP-IIIT Allahabad PG Certificate Program in Machine Learning and Big Data Analytics at Talentedge Curriculum
MODULE 1 - FUNDAMENTALS OF PYTHON (By Industry Partner)
Introduction to Python
Python basics
Python data structures
Python programming
Use of standard libraries
MODULE 2 - DATA WRANGLING
Once you have the core skill of programming covered-dip your feet in the nitty-gritties of working with data, by learning how to wrangle and visualize them.
Reading CSV, JSON, XML and HTML files using Python
NumPy & Pandas
Relational Databases and Data Manipulation with SQL
Scipy Libraries
Loading, Cleaning, Transforming, Merging, and Reshaping Data
MODULE 3 - MATHEMATICAL FOUNDATION FOR DATA ANALYSIS
Probability & Statistics
Linear Algebra
MODULE 4 - MACHINE LEARNING MODELS IN PYTHON
Building Models Using Below Algorithms
Linear and Logistics Regression
Support Vector Machines (SVMs)
Random Forests
XGBoost
Decision Tree, Random Forest, K-Nearest Neighbors
Partition Based & Hierarchical Clustering
Principal Component Analysis
Text Analytics
MODULE 5 - DATA VISUALIZATION USING MATPLOTLIB
Interactive Visualizations with Matplotlib
Dashboard Development
Exploratory Visualization
MODULE 6 - DEEP LEARNING USING TENSORFLOW
Basics of Neural Network
Linear Algebra
Implementation of Neural Network in Vanilla
Basics of TensorFlow
Convolutional Neural Networks (CNNs)
Recurrent Neural Networks (RNNs)
Generative Models
Semi-supervised Learning using GAN
Seq-to-seq Model
Encoder and Decoder
MODULE 7 - HANDLING BIG DATA WITH SPARK
Revision of Data Mining algorithms
Introduction to Big Data analytics & Spark
RDD's in Spark, Data Frames & Spark SQL
Spark Streaming, MLib & GraphX
Time Series Forecasting
Predictive analytics
CAPSTONE PROJECT
ONE MONTH INTERNSHIP WITH TRANSORG ANALYTICS (INDUSTRY PARTNER)
Focus on real business use cases
Enhance theoretical understanding with practical work
Learn directly from practicing Data Scientists and subject matter experts (SMEs)
Understand the applicability of AI and ML in a particular industry domain
CSTCP-IIIT Allahabad PG Certificate Program in Machine Learning and Big Data Analytics at Talentedge Faculty details
CSTCP-IIIT Allahabad PG Certificate Program in Machine Learning and Big Data Analytics at Talentedge Entry Requirements
- Graduates from a recognized university in any discipline.
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