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Practical Machine Learning With Python

Course

PRACTICAL MACHINE LEARNING WITH PYTHON

Category

Python and Machine Learning Online Institute

Eligibility

Working Professionals and Freshers

Mode

Online and Classroom Sessions

Batches

Week Days and Week Ends

Duration :

30 to 45 days

Python and Machine Learning What will you learn?

•How To resolve errors in Python and Machine Learning.
•Learn by example, by writing exciting programs
•Learn Python and Machine Learning best practices and become a blackbelt.
•Eliminate duplicate code and consolidate script files using Python and Machine Learning.
•Learn from scratch how to execute code with Python and Machine Learning
•Start learning from this excellent course on Python and Machine Learning programming!
•This course will teach you how to get moving in Python and Machine Learning.
•Build a strong knowledge base on Python and Machine Learning from Scratch to Advanced level
•with this time saving course you will Learn Python and Machine Learning and ready to use it

practical machine learning with python Training Features

•You Get Real Time Project to practice
•We  Groom up your documents and profiles
•Flexible batch timings – Weekend & weekdays.
•The courses range from basic to advanced level
•We Also provide Case studies for Online Training Courses
•Courseware that is curated to meet the global requirements
•We provide one to one mentorship for the students and Working Professionals
•We help the students in building the resume boost their knowledge by providing useful Interview tips

Who are eligible for Python and Machine Learning

•Asp.net Mvc Developer, Asp.net Mvc Lead, Java Developer(spring), Ui Developer, Ui Lead, Data Architect
•Dotnet, Java, IOS, Android, SSE, TL, Manual Testing, Automation Testing, PHP Developer, Web Developer, Web Designer, Graphic Designer, Technical Manager, C#
•java, php, .net, 3dmodelling, unitydeveloper, androiddeveloper, gamedeveloper, Software Developer, Php, Java, Photoshop
•QA Engineers, C++ Developers, Dot Net Developers, Mac Os Developers, Project Manager, Java Developers, Android Developers, IOS Developers
•Web Application Developers, Java Developers, DBA LEAD, DBA Manager, Asset Control developer, embedded software engineer, oracle applications technical

PRACTICAL MACHINE LEARNING WITH PYTHON Topics

Installation of Anaconda
•Jupyter Notebook Basics
•Data Sets
•Python Programming
•Arithmetic Operators
•Comparison or Relational Operators
•Logical or Boolean Operators
•Bitwise Operators
•Assignment Operators
•Special Operators
•Math using ‘math’ library
•Variables
•Datatypes
•Typecasting
•Booleans
•Strings
•Special Characters in a String !!!
•How to Split and Strip a String ???
•Introduction to Lists
•Lists Slicing and Reverse Order !!!
•Kinds of Lists
•Concatenate Strings Using join()
•How to add two Lists ???
•Introduction to Dictionary
•Dictionary & It’s Methods
•Nested Dictionary
•Create Dictionary Using zip()
•Tuples
•Set
•if…elif….else
•while loop
•range()
•for loop
•Reserve Keywords
•Built in Functions
•User Defined Functions
•Anonymous or Lambda Functions
•File IO Operations
•Numpy
•What is Numpy and Why is it necessary ???
•Creation & Metadata of Numpy Arrays – 1 D & Multi – Dimensional
•What is Broadcasting ???
•Numpy Built in Functions
•Data Types
•How to Convert one data type to another ???
•Matrix Multiplication
•How to change shape of numpy array ???
•How to apply slicing on numpy array ???
•How to apply Boolean indexing on numpy array ???
•How to filter data in numpy ???
•Numpy Statistical Methods !!!
•How to Sort, find Min. & Max of Numpy Array ???
•What is Stacking & Splitting ???
•Copy Vs. View ???
•Pandas
•What is a Series ???
•What is DataFrame ???
•How to View Metadata of Dataframe ???
•How to Rename Columns & Indices in a Dataframe ???
•How to Transpose Dataframe ???
•How to Slice a DataFrame ???
•Apply Boolean Indexing on Dataframe
•How to deal Missing values ???
•How to Replace Values in a Dataframe ???
•How to Search, Extract Words & Create New Columns ???
•How to Set and Unset Index ???
•Apply Builtin & Customized Functions
•What is value_counts() method ???
•The groupby() & associated methods
•Lets Concat & Append !!!
•Merge It !!!
•Reshape it – stack() & unstack()
•Pivoting !!!
•Melt it !!!
•Convert Categorical to Dummy Variables
•What is crosstab() method ???
•String Methods – upper(), extract(), replace(), split() methods
•Regular Expressions !!!
•Application of contains() method
•Application of startswith() method
•Apply Multiple String Methods at a Time
•How to Manipulate Column Names
•Show Columns Based on Keyword
•Application of read_csv() method
•How to read Tabbed File ???
•How to load Fixed Width Files ???
•How to Read JSON data from URL, File Or Variable ???
•Web Scraping HTML Data
•Web Scraping XML Data
•Web Scraping through API Call
•Export DataFrame to CSV File
•How to Load Encoded Data Files ???
•How to deal Bad data while Loading File ?
•Select Columns Based on DataType
•Time Series Analysis
•How to Convert non-timestamp to timestamp data ???
•What if it has Invalid data ???
•What is Unix Time and How to convert it ???
•What is DateTime Index ???
•How to get Current Date time ???
•What are date_range() and bdate_range() methods ???
•How to apply Slicing to Pandas Series ???
•How to apply Slicing to Pandas DataFrames ???
•Some more components of Datetime !!!
•strftime() method
•Period Range
•Period
•What is Resample ???
•How to handle TimeZone ???
•Matplotlib
•How to draw a plot with One Axis ???
•How to draw a plot with Two Axes ???
•How to Change Line Style and Color of a Plot ???
•How to Limit X and Y axis Values in a Plot ???
•How to Change Line Width of a Plot ???
•How to plot Multiple Lines in the Same Plot ???
•How to Add Title, X and Y Labels to a Plot ???
•How to Enable or Disable Gridlines in a Plot ???
•How to Add Annotations to a Plot ???
•Tick Tick Tick !!!
•How to add Spines to a Plot ???
•How to Add Legend to a Plot ???
•How to build Multi Plots using subplot method ???
•How to Draw a Line Plot ???
•How to Draw a Bar Graph ???
•How to draw a Scatter Plot ???
•How to Draw Area Plot ???
•How to Draw a Box Plot ???
•How to Draw a Histogram ???
•How to Draw a Pie Chart ???
•Seaborn
•Count Plot
•Box Plot
•Violin Plot
•Swarm Plot
•Overlaying Plot
•Distribution Plots On Univariate Variables
•FacetGrid
•Linear Relationships – lmplot() & regplot() methods
•Customization of Size & Shape Parameter of Plot
•Pair Plot
•Joint Plot
•Heat Map
•Statistics
•Types of Data
•Population Vs. Sample
•Sampling Methods
•Branches of Statistics
•Distribution
•Variance Vs. Standard Deviation
•Z-Score
•Correlation
•Models
•Probability
•Machine Learning Basics
•Labelled Vs. Unlabeled Data
•Types of ML Algorithms
•How ML Algorithms predict things ?
•Count Vectorizer
•Difference between fit and fit_transform
•Remove Special & Numerical Characters from Text
•Remove HTML Tags from Text Data
•Remove Stopwords from Text
•Stemming
•Train Test Split
•Accuracy – MAE, MSE, RMSE & Variance Score
•Projects
•Regression – Simple Linear
•Regression – Multiple Linear
•Regression – Polynomial
•Classification Algorithms
•Clustering Algorithms