Machine Learning Data Analysis

Machine Learning Data Analysis course is offered by Keen Infotech. Keen Infotech, a complete software training institute is setup with the purpose of providing quality training and empowering the skills of professionals for Software Development & Software Quality Testing (SQT).

Keen Infotech is registered by the Govt. of Rajasthan & ISO 9001:2008 Certified Training Institute in Udaipur. (Certificate No. 21502041521).

Outline:

• Course Intro With Data Analysis
• Installation Setup and Overview
• IDEs and Course Resources
• iPython/Jupyter Notebook Overview
• Learning Intro to numpy
• Intro to numpy
• Creating arrays
• Using arrays and scalars
• Indexing Arrays
• Array Transposition
• Universal Array Function
• Array Processing
• Array Input and Output
• Pandas
• Series
• DataFrames
• Index objects, Reindex
• Drop Entry , Selecting Entries
• Data Alignment
• Rank and Sort
• Summary Statistics
• Missing Data
• Index Hierarchy
• Working with data
• Reading and Writing Text Files
• JSON with Python
• HTML with Python
• Microsoft Excel files with Python
• Merge ,Merge on Index
• Concatenate
• Combining DataFrames
• Reshaping Pivoting
• Duplicates in DataFrames
• Mapping Replace
• Rename Index
• Binning,Outliers,Permutation
• GroupBy on DataFrames, GroupBy on Dict and Series
• Splitting Applying and Combining
• Cross Tabulation
• Data Visualization
• Installing Seaborn
• Histograms
• Kernel Density Estimate Plots
• Combining Plot Styles
• Box and Violin Plots ,Regression Plots
• Heatmaps and Clustered Matrices
• Introduction to Machine Learning
• Applications of Machine Learning
• Supervised vs Unsupervised Learning
• Python libraries suitable for Machine Learning
• Unsupervised Learning
• K-Means Clustering
• Hierarchical Clustering
• Density-Based Clustering
• Introduction to Machine Learning
• Applications of Machine Learning
• Supervised vs Unsupervised Learning
• Python libraries suitable for Machine Learning
• Introduction to Machine Learning
• Applications of Machine Learning
• Supervised vs Unsupervised Learning
• Python libraries suitable for Machine Learning
• Introduction to Machine Learning
• Applications of Machine Learning
• Supervised vs Unsupervised Learning
• Python libraries suitable for Machine Learning
• Introduction to Machine Learning
• Applications of Machine Learning
• Supervised vs Unsupervised Learning
• Python libraries suitable for Machine Learning