BitBootCamp Fully Immersive Data Science

2. © 2015 Hudson Data Corp. All Rights Reserved. www.bitbootcamp.com
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Machine Learning Ecosystem
Decision Trees
Naive Bayes
Random Forest
Review : Core Programming
Week 1
Introduction to Machine Learning
Unix for DS ( Data Science )
SQL for DS
Core Python
Excel for DS
Git, R for DS
Week 2
Advanced Unix
Advanced Python for DS
Visualization with Python
Classical Statistics
Linear Algebra and Vector Math
Week 3 Week 4
Introduction to Big Data
HDFS
Core Java
Map Reduce
Advanced Java
Advanced Map Reduce
Hive
Hadoop ETL
Data Science Immersive Training
For Data Science
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3. © 2015 Hudson Data Corp. All Rights Reserved. www.bitbootcamp.com
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Graph Analysis
Story Telling with D3, Seaborn
Support Vector Machines
Machine Learning in Production
Future of Data Science
Stable Marriage
Principal Component Analysis
Data Fusion / Fuzzy Matching
Recommendation Engine
Review : Spark and ML Algos.
Week 5
Apriori Algorithm
Gradient Boosting Machines
Generalized Linear Models
Clustering - Knn, K-Means
Review : Hadoop and ML Algos.
Week 6
Scala
Spark
Spark QL
Spark with Python API
Kafka, Hadoop Streaming
Week 7 Week 8
Data Science Immersive Training
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4. © 2015 Hudson Data Corp. All Rights Reserved. www.bitbootcamp.com
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