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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© Copyright 2020, Cliburn Chan

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