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Data Science Using Python

CoursesTechnologyData Science Using Python
  • Introduction to Data Science 6

    • Lecture1.1
      What is Big Data?
    • Lecture1.2
      Big Data Applications
    • Lecture1.3
      What is Data Science?
    • Lecture1.4
      Data Science Components
    • Lecture1.5
      Data Science Process
    • Lecture1.6
      Tools and Technology
  • Python Basics 5

    • Lecture2.1
      Introduction
    • Lecture2.2
      Variables and Operators
    • Lecture2.3
      Data Structures
    • Lecture2.4
      Control Flow Statements
    • Lecture2.5
      OOPs Concepts
  • Python Libraries 4

    • Lecture3.1
      Numpy
    • Lecture3.2
      Pandas
    • Lecture3.3
      Matplotlib
    • Lecture3.4
      Seaborn
  • Statistics 4

    • Lecture4.1
      Basics
    • Lecture4.2
      Descriptive Statistics
    • Lecture4.3
      Inferential Statistics
    • Lecture4.4
      Hypothesis Testing
  • Machine Learning Concepts 11

    • Lecture5.1
      Introduction to ML
    • Lecture5.2
      Types of ML
    • Lecture5.3
      Linear Regression
    • Lecture5.4
      Logistic Regression
    • Lecture5.5
      Decision Trees
    • Lecture5.6
      Random Forest
    • Lecture5.7
      Support Vector Machine
    • Lecture5.8
      KNN
    • Lecture5.9
      Ensemble Learning
    • Lecture5.10
      Clustering
    • Lecture5.11
      Implementation Using Scikit-learn
  • Neaural Networks and Deep Learning 4

    • Lecture6.1
      Intro. to Neural Neural Networks
    • Lecture6.2
      Intro. to Deep Learning(DL)
    • Lecture6.3
      Convolutional Networks(CNN)
    • Lecture6.4
      DL Using Tensorflow/Keras
  • Capstone Project #1 0

    No items in this section
  • Capstone Project #2 0

    No items in this section
  • Apache Hadoop 5

    • Lecture9.1
      Introduction to Hadoop
    • Lecture9.2
      Hadoop Installations
    • Lecture9.3
      HDFS
    • Lecture9.4
      MapReduce API
    • Lecture9.5
      Examples
  • Apache Spark 7

    • Lecture10.1
      Introduction to Spark
    • Lecture10.2
      Spark Installation
    • Lecture10.3
      RDDs
    • Lecture10.4
      Spark Streaming
    • Lecture10.5
      Data Frames
    • Lecture10.6
      MLLIB
    • Lecture10.7
      Examples
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