Cryptography topics
Origins of Cryptography
Various schemes in Cryptography
Elliptical Curve for Cryptography
Digital Signature (ECDSA)
Hash Function in Cryptography

Cryptocurrency
Introduction to Cryptocurrency
Use-cases of Cryptocurrency
Hash Functions, Pointers, Data Structure
Addresses and Private Keys
Summarize
Assignment

Introduction to Blockchain
Blockchain and its evolution
Key Terminologies used in blockchain
Enterprise Blockchain vs. Cryptocurrency
Blockchain – Architecture and Data Model
Popular Blockchain and their comparison
Blockchain use-cases
Summarize
Assignment

Bitcoin Architecture
Bitcoin Currency and its Origin
Distributed Consensus
Anonymity and Pseudonimity
Incentives and Proof-of-Work
Ecosystem
Summary
Assignment
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Installation and configuration

Data Preprocessing

Regression Techniques
Simple Linear Regression
Multiple Linear Regression
Polynomial Linear Regression
Support Vector Regression
Decision Tree Regression
Random Forest Regression
Evaluating Regression Model Performance

Classification Techniques
K-Nearest Neighbors (KNN)
Support Vector Machine (SVM)
Kernel SVM
Naïve Bayes Classification
Decision Tree Classification
Random Forest Classification
Evaluating Classification Model Performance

Natural Language Processing (NLP)
Basic of NLP
Language preprocessing Techniques
Auto summarizing the given text document

Clustering Techniques
K-Means Clustering
K-mini Batch Clustering
Hierarchical Clustering
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AWS Training in Bangalore - Live Online & Classroom
myTectra Amazon Web Services (AWS) certification training helps you to gain real time hands on experience on AWS. myTectra offers AWS training in Bangalore using classroom and AWS Online Training globally. AWS Training at myTectra delivered by the experienced professional who has atleast 4 years of relavent AWS experince and overall 8-15 years of IT experience. myTectra Offers AWS Training since 2013 and retained the positions of Top AWS Training Company in Bangalore and India.

Get the best AWS Training in Bangalore Classroom or Live Online.Get started to become hands on experts on AWS .Join the 7000+ engineers that have taken AWS Training at myTectra the Market Leader on AWS Training.
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In this course you will learn to implement mathematical ideas in machine learning. You will investigate the process of learning and understand the application of various learning algorithms.

Prerequisites:
The courses assignments and notes will use python programming language and expects a basic knowledge of python. We assume the student has completed the Machine Learning Foundations or has an equivalent fluency in mathematics and fundamentals.
course details :

Linear Models
Understand linear approximation and modelling of problems and develop linear models

Dimensionality Reduction
Use ideas from linear algebra to transform dimensions and warp space providing additional flexibility and functionality to linear models.

SVM
Develop and implement kernel based methods to develop nonlinear models to solve few complex tasks.
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