What is Practical Machine Learning course. DeepLearning ,NLP with Python with Projects Demo Telugu




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Practical Machine Learning. DeepLearning ,NLP with Python Hands On Projects Demo in Telugu
Practical Machine Learning. DeepLearning ,NLP with Python content :
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Introduction

Course Overview
Installation of Anaconda
Jupyter Notebook Basics
DataSets

Python Programming
Operators
Arithmetic Operators
Comparison or Relational Operators
Logical or Boolean Operators
Bitwise Operators
Assignment Operators
Special Operators
Math Library
Variables
Data Types
Typecasting
Booleans
Strings
Special Characters in a String
Split and Strip a String
Introduction to Lists
Lists Slicing and Reverse Order
Kinds of Lists
Concatenate Strings Using join() method
Add Lists
Introduction to Dictionary
Dictionary and It’s Methods
Nested Dictionary
Create Dictionary Using zip() method
Tuples
Set
If Condition
While Loop
Range() Method
For Loop
Reserve Keywords
Built-In Functions
User Defined Functions
Anonymous or Lambda Functions
File IO Operations
Numpy
Necessity of Numpy
Creation & Metadata of Numpy Arrays
Broadcasting
Numpy Built-In Functions
Data Types
Typecasting
Matrix Multiplication
Change of Numpy Shape
Numpy Slicing
Boolean Indexing
Filter Data
Statistical Methods
Sort, Min & Max of Numpy Arrays
Stacking & Splitting
Copy Vs. View
Pandas
Series
DataFrame
Metadata
Rename Columns & Indices
Transpose DataFrame
Slice a DataFrame
Boolean Indexing
Missing Values
Replace Values
Search, Extract & Create New Columns
Set & Unset Index
Built-In Customized Functions
Value_counts() Method
Groupby() & Associated Methods
Concat & Append
Merge
Reshape – Stack & Unstack
Pivoting
Melt
Dummy Variables
Crosstab() Method
Upper, extract, replace & split Methods
Regular Expressions
Contains Method
StartsWith Method
Multiple String Method at a Time
Manipulate Column Names
Show Columns based on Keyword
Read_csv() method
Tabbed File
Fixed Width Files
JSON Data
HTML Data
XML Data
API
Export DataFrame to CSV File
Encoded Data Files
Bad Data
Select Columns Based on Datatype
Time Series Analysis
How to Convert Non-Timestamp To Timestamp
Invalid Data
Unix/Epoch Time
Datetime Index
Current Date Time
Date_range & bdate_range Methods
Pandas Slicing
More components of Datetime
Strftime() method
Period Range
Period
Reseample
Handle TimeZone
Matplotlib
One Axis Plot
Two Axis Plot
Line Style & Color
X and Y Limits
Line Width
Multiple Plots in One Chart
Title, X & Y Labels
Gridlines
Annotations
Ticks
Spines
Legend
Subplots
Line Plot
Bar Graph
Scatter Plot
Area Plot
Box Plot
Histogram
Pie Chart

Seaborn
Count Plot
Box Plot
Violin Plot
Swarm Plot
Overlaying Plot of Univariate Variables
Facet Grid
Lmplot & regplot
Size & Shape of a Plot
Pair Plot
Join 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 Predict things
Count Vectorizer
Difference between fit and fit_transform Methods
Special & Numerical Chracters
Remove HTML Tags from Text Data
Remove Stop words from Text
Stemming
Train Test Split
Accuracy – MAE, MSE, RMSE & Variance Score
Projects
Simple Linear Regression
Multiple Linear Regression
Polynomial Regression
Classification Algorithms
Clustering Algorithms
Univariate Timeseries Analysis
Model Tuning
Loss Functions
Noise
Penalty
Dimensionality Reduction
Principal Component Analysis
r^2 score
ROC & AUROC
HyperParameters
Project Skeletons
Ensemble Algorithms
Average
Weighted
Conditional
Bagging
Boosting
GitHub Basics

Principal Component Analysis (PCA)

Data Scaling
Covariance
Eigen Values
Eigen Vectors

Natural Language Processing (NLP)
Replace
Spelling Correction
Named Entity
Parts of Speech (PoS)
Text Cleaning
NGrams
Tokenization
RegEx Stemmer
Singular & Plural
Translate
TF-IDF

NLP Projects
Anomaly Detection
Topic Modelling
Sentiment Analysis
Auto Tagging
Spam Classification
Text Generation – Deep Learning

Amazon Web Services
SageMaker
Bucket Creation
Regression – Deep Learning
Classification – Deep Learning
VlrTraining Address:
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Name: Python With Machine Learning Online Training Damodhar
Telephone:9059868766
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