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Bias-Variance
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Data Representation
Linearly separable data
Gradient Descent
Normalizing Features
Dimensionality Reduction
Train-Validate-Test
Building a Model
ML Models
How it works?
Supervised & Un-supervised
Performance Metrics
ML Framework
Aspects to deal with ML
Feature Engineering
What it is?
Feature Engineering – Numeric Data
Feature Engineering – Text Data
Data Preprocessing
Classification
Linear Classification
Logistic Regression
LDA
SVM
K-NN Algorithm
K-NN Scikit Example
Naive Bayes
Decision Trees
Random Forest Classification
Kernel SVM
Regression
Linear Regression
Hands-on : Linear Regression
Hands-on : Multiple Linear Regression
Hands-on Polynomial Linear Regression
Model Selection
k-fold Cross Validation
Grid Search
XGBoost
Deep Learning
What is DL
Convolutional Neural Networks
CNNs – Convolutions
CNN Building Blocks
Understanding simple CNN
CNN – Architectures
First CNN – Training
Creating ANN using Keras
DL4CV
What is DL
Image Fundamentals
Image Classification basics
Image Datasets
First Image Classifier – KNN
Parameterized Learning
Optimization methods
NN Fundamentals
Perceptron Algorithm
Back Propagation
CNNs – Convolutions
CNN Building Blocks
First CNN – Training
CV
CV Basics
Load Display Save
Image Basics – Drawing
Image Processing
Face Detection
NLP
NLP-Intro
How it understands?
What makes NLP Difficult?
NLP Libraries
Getting Started with NLP
Data Preparation
Clean text
NLTK-Basics
Prepare Text Data
TF-IDF
WordNet
Understanding Text
Text Classification using NLTK
Libraries
Install Theano TensorFlow Keras
TensorFlow
TF Basics
Tensors
TF – code structure
TF – Session
TF – Variables
DialogFlow
DF Basics
Setup DF
Creating a Bot
Python
Python Language
NumPy
Pandas
Matplotlib
Misc
Maths
How-To
What & Why Data Science
Scratch Notes
Topics to check later
Python
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