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Masters In Machine Learning and Natural Language Processing | Masters training in machine learning in Hyderabad

Contents:
1.Python:
(a)Python –Core
(b)Python-Advance
2.Data Analysis and Visualization
3.Machine Learning and Natural Language Processing
4.Vilsualization Tools
 Tableau
 Qlik view
5Big Data Tools:
 Hadoop
 Apache Spark
 SQL
 Scala
Road Map for Data Science
Milestone 1.
Python for Data Science :
(a) Python Core :
• Language Fundamentals
• Pattern program
• Data Types
(b) Python Advance:
• Object Oriented Programming
• Exception Handling
• Working with Files and File Handling
• Data Encoding and Processing Digits
• Functions
• Regular Expressions
• Web Crawling

Mile Stone 2.
Data Analytics and Visualization
1. Statistics
• Maths
• Introductions to Statistics
• Sampling Techniques
• Descriptive Statistics
• Probability and Limitations
• Inferential Statistics
2. Python libraries:
•Numpy
•Pandas
3.Exploratory Data Analysis
•Analyse the Data
•Feature Engineering and Feature Selections
•Data Preprocessing
4.Visualization
•Matplotlib
•Seaborn
•Plotly

Milestone 3. Machine Learning content : 1. Supervised Learning Regression Techniques Classification Techniques Ensemble Methods DISTANCE BASED MODULES Support Vector Machines 2. Unsupervised Learning Principal Components Analysis(PCA) DBSCAN K-Means Hierarchical clustering Association Rules Apriorism 3. Hyper Parameter Tuning 4. Natural Language Processing.


Python core Language Fundamentals • Introduction To Python • Features of Python • Python Identifiers\ • Reserved Words and Data Types • Data Types • Type Casting • Fundamental Data Types ,Mutability and Immutability • Numbers, Dates, and Times • Operators • Input and Output Statements • Input Streams • Command Line Arguments • Output Streams
Pattern Program • Flow Control Conditional Statements • Flow Control Iterative Statements • Flow Control Transfer Statements Data Type 1. String • Pass Statement and Str Data Type • Str Slice Operator • mathematical operators on string • Str Functions Part 2. List • List Data Structure • List Functions • Nested List • List Slice 3. Tuple and Set Data Types • Tuple Data Structure • Set Data Structure • Tuple Data Type • Set Data Type 4. Dictionary Data Type • Dictionary Data Structure • Dictionary Data Type Functions

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