Master Statistics, Machine Learning, Deep Learning, and AI
Learn Tools like Python, TensorFlow, Spark, R, and Tableau
DURATION
24 Weeks
EFFORT
10-15 Hrs/Week
CAREERS
Business Analyst, Data Analyst, Data Architect, Data Administrator, Data Manager, Data Scientist
The course teaches statistics for business analysis, machine learning algorithms, deep learning with TensorFlow, and programming with Python. It will help you explore, analyze, and interpret different kinds of data.
Why You Should Take This Course
Acadgild Experience
What You Will Learn in This Course
Programming in Python and R
Python & R basics
Conditional and loops
String and list objects
Functions & OOPs concepts
Exception handling
Database programming *Sessions on R are not live, but self-paced
Python & R basics
Conditional and loops
String and list objects
Functions & OOPs concepts
Exception handling
Database programming *Sessions on R are not live, but self-paced
Data Wrangling
Reading CSV, JSON, XML and HTML files using Python
NumPy & pandas
Scipy libraries
Loading, cleaning, transforming, merging, and reshaping data
Reading CSV, JSON, XML and HTML files using Python
NumPy & pandas
Scipy libraries
Loading, cleaning, transforming, merging, and reshaping data
Statistics and Probability
Descriptive statistics
Inferential statistics
Hypothesis testing
Statistical concepts in Python
Descriptive statistics
Inferential statistics
Hypothesis testing
Statistical concepts in Python
Machine Learning Models with Python
Building models using algorithms
Linear and logistics regression
Decision trees
Support vector machines (SVMs)
Random forests
XGBoost
K nearest neighbor & hierarchical clustering
Principal component analysis
Text analytics and time series forecasting
Building models using algorithms
Linear and logistics regression
Decision trees
Support vector machines (SVMs)
Random forests
XGBoost
K nearest neighbor & hierarchical clustering
Principal component analysis
Text analytics and time series forecasting
Deep Learning using TensorFlow
Introduction to deep learning
Understanding neural network through TensorFlow
Convolution & recurrent neural networks
Introduction to deep learning
Understanding neural network through TensorFlow
Convolution & recurrent neural networks
Data Visualization using Matplotlib and Tableau
Interactive visualizations with Matplotlib,
Data visualizations using Tableau
Tableau dashboard and storyboard
Tableau and R integration Sessions on Tableau are not live, but self-paced
Interactive visualizations with Matplotlib,
Data visualizations using Tableau
Tableau dashboard and storyboard
Tableau and R integration Sessions on Tableau are not live, but self-paced
Handling Big Data with Spark
Introduction to Big Data & Spark
RDD's in Spark, data frames & Spark SQL
Spark streaming, MLib & GraphX
Introduction to Big Data & Spark
RDD's in Spark, data frames & Spark SQL
Spark streaming, MLib & GraphX
computingTraining ProgramonsiteData ScienceMachine LearningBig Data Analytics