Program Schedule
Week 1 - 12
Data Science Foundation
Mathematics: Statistics, Probability, Linear Algebra, Calculus
Data science and Machine Learning tools and Techniques:
Tools: Python (Numpy, Pandas, Matplotlib, seaborns, Scikit-learn, TensorFlow), R(ggplot,tidyverse)
Storytelling: Data Wrangling, reproducible science(Jupyter, sweave)
Week 13 - 24
Machine Learning
Classifications: Regression, KNN,Decision Tree, Support Vector Machine
Clustering: K-means,Hierarchical clustering, Fuzzy clustering
Dimensionality Reduction: Principal component analysis, Ensemble methods.
Week 25 - 36
Artificial Intelligence:
Search and planning:Unformed search and informed search
Knowledge representation: Bayesian reasoning
Deep learning: Convolutional Neural Network(CNN),Deep Belief Network(DBN)
Week 37 - 48
Big Data in Machine Learning
Hadoop, Pig, Spark, Zookeeper
Knowledge representation: Bayesian reasoning
Industrial Projects: Cases Studies and mentorship programs
March 2021
Part-time
12 months
Tue & Thurs
6pm to 9pm
Saturday
9am to 12pm
January 19th
April 13th
July 13th
October 2021
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- CV in our trusted global talent database
- Exclusive access to professional networking events
- First hand info on job opportunities
- Hiring manager introductions
- Interview readiness support
- Professional soft skills training