ADVANCED MACHINE LEARNING WORKSHOP AT IIT HYDERABAD
Jan 18 - 19 '20 | 10:00 AM (IST)
Event Information
TOPIC OFWORKSHOP:
ADVANCED MACHINE LEARNING WITH AI
COURSE CONTENT :
Day 1Session 1
Introduction to Python
Mutability
Variables, Scope
Single Types
Ints, Floats, Rounding, Casting, Coercion, Booleans, Randoms & Printing
Group Types
List, Tuples,Dictionary
Operators
Conditional
Recurrence
Classes
Day 1
Session 2
Deep Learning Prerequisites
Numpy
Pandas
Matplotlib
Scipy
Introduction to Tensorflow and Machine Learning
Representation Learning
Neural Networks Introduced
Introducing TensorFlow
Tensors
Day 2
Session 1
Linear Regression with Single Neuron
Learning Algorithm
Individual Neuron
Linear Regression
Learning XOR
XOR Trained
Neural Networks and Deep Learning
Deep Learning
Operation of a Single Neuron
The Activation Function
Training a Neural Network: Back Propagation
Automobile Price Prediction - Exploring the Dataset
Automobile Price Prediction - Using TensorFlow for Prediction
Hyperparameters
Preventing Overfitting
Day 2
Session 2
Review and Sentiment Analysis using RNN
Introduction to RNN
RNN cell
RNN for Image Classification
Long/Short Term Memory cell
Text in numeric form
Sentiment Analysis
Projects:
Data Prediction model
Data Analytics Model
Automobile price prediction model
Image Classification Model
Sentiment analysis model
Team Techobytes
+91-6397681513
+91-6397685589
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