BIOS-823-2020
Contents:
Python review of concepts
Using numpy
Data Science: Data processing
Exploratory visualization in
pandas
Graphics and Visualization in Python
Saving and sharing data
Normalization
Final tables
Denormalization
Relational Databases Overview
SQL Queries 01
SQL Queries 02
MongoDB
Redis
Graph concepts
Graph Algorithms
Machine Learning for Data Scientists
ML model examples
Dimension Reduction
Unsupervised Learning
Clustering
Processing data
Data
Classification
Imbalanced data
Hyperparameter tuning
Interpretable ML
Functional programming in Python (operator, functional, itertoools, toolz)
Tensorflow
Tensorflow
Deep Learning Models
Deep Learning Models
Spark Low Level API
Spark High-Level API
Using Spark Efficiently
Spark SQL
Spark GraphFrames
Spark MLLib
Spark Structured Streaming
BIOS-823-2020
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Index
Index