- What is analytics & why is it so important?
- Applications of analytics
- Different kinds of analytics
- Various analytics tools
- Analytics project methodology
- Real world case study
- Home
- Edvancer Eduventures
- Courses
- Certified Artificial Intelligence Specialist
Online
180 Hours
₹ 33,995 82,990
Quick facts
particular | details | ||
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Medium of instructions
English
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Mode of learning
Self study, Virtual Classroom
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Mode of Delivery
Video and Text Based
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Frequency of Classes
Weekends
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Course and certificate fees
Fees information
certificate availability
certificate providing authority
The syllabus
Module 1: Predictive Analytics in R
Introduction to business analytics
R Training
- Fundamentals of R
- Data visualization in R
- Data preparation and cleaning using R
Setting the base of business analytics
- Understanding the data using univariate statistics in R
- Hypothesis testing and ANOVA in R to guide decision making
Predictive modelling in R
- Correlation and Linear regression
- Logistic regression
- Techniques of customer segmentation
- Time series forecasting techniques
- Decision trees & Random Forests
- Boosting Machines
- Cross Validation & Parameter Tuning
Module 2: Machine Learning in Python
Introduction to Machine Learning in Python
- What is machine learning & why is it so important?
- Applications of machine learning across industries
- Machine Learning methodology
- Machine Learning Toolbox
- Tool of choice- Python: what & why?
- Course Components
Python Training
- Introduction to Python
- Iterative Operations & Functions in Python
- Data Summary; Numerical and Visual in Python
- Data Handling in Python using NumPy & Pandas
Machine Learning in Python
- Basics of Machine Learning
- Generalised Linear Models in Python
- Tree Models using Python
- Boosting Algorithms using Python
- Support Vector Machines (SVM) and KNN in Python
- Unsupervised learning in Python
- Neural Networks
- Text Mining in Python
- Ensemble Methods in Machine Learning
- Bokeh
- Version Control using Git and Interactive Data Products
Module 3: Deep Learning (Artificial Intelligence) Using Tensorflow and Keras
Introduction to AI and Deep Learning
- What is AI?
- How will AI change the world? • What is Deep Learning?
- Uses of Deep Learning?
- Examples of Deep Learning & AI
Tensorflow Training
- Getting Started with Tensorflow
- Deep Feed Forward & Convolutional Neural Networks
Introduction to Keras
- Basics of Keras
- Composing various models in Keras
- Parameter tuning in Keras with previous examples
Recurrent Neural Networks, Long-Short Term Memory and Gated Recurrent Unit
- Intro to RNN architecture
- Modelling sequences
- Limitations of RNNs
- Introduction to LSTM and use cases with implementation (text data)
- Introduction to GRU and implementation (text data)
Autoencoders, Generative Adverserial Networks, Hopfield networks
- Autoencoders and dimensionality reduction • GANs and their implementation
- Hopfield networks
- Variational auto encoders
- Word2Vec
- Glove
Module 4: Data Visualization in Tableau (Videos Only)
Introduction to Business Intelligence & Visualization
- What is Business Intelligence? • What is data visualization?
- Need for Visualization
- Uses of visualization
Tableau Training
- Introduction to Tableau
- Dive into Tableau
- Connecting Data Sources
- Tableau Generated Fields
- Data Manipulation in Tableau
- Working with Dates in Tableau
- Data Customization with Calculations
- Adding Dynamism to a View with Parameters
- Geographical Analysis & Maps
- Creating Visualizations
- Adding statistics to data
- Formatting & Annotation
- Dashboards & Stories
Module 5: Data Analysis in SQL (Videos only)
Introduction To SQL
- What is SQL?
- Why SQL?
- What are relational databases? • SQL command group
- MS SQL Server installation
- Exercises
SQL Training
- SQL Data Types & Operators
- Useful Operations in SQL
- Aggregating Data in SQL
- Writing Sub-Queries in SQL
- Common function in SQL
- Analytic Functions in SQL
- Writing DML Statements
- Writing DDL Statements
- Using Constraints in SQL
- SQL Joins
- Views in SQL
Instructors
Mr Utsab Chakraborty
Analytics Manager
Flipkart Pvt. Ltd.
B.E /B.Tech, Other Masters
Mr Lalit Sachan
Co Founder
Edvancer Eduventures
B.E /B.Tech, Other Masters
Mr Renold Devaraj
Data Scientist
Dell
B.E /B.Tech, MBA
Mr Abhishek Nagarjuna
Data Scientist
Freelancer