Author Archive

Natural Language Processing

Natural Language Processing

Introduction to Statistical NLP Techniques, Word Embeddings, Introduction to Sequential models, NLP Applications   Introduction to Statistical NLP Techniques 1.       Introduction to NLP 2.       Pre-processing in NLP-Tokenization, Stop words, Normalisation,stemg and lemmatization 3.       Pre-processing in NLP-Bag of words, TF-IDF as features 4.       Language Models Probabilistic models, N-gram model and channel model 5.       Hands On Lab…

Computer Vision

Computer Vision

Introduction, Working with Images, CNN Building Blocks, CNN Architectures, Transfer Learning, Visualizations, Semantic Segmentation and Object Detection, Bounding box regressor, CNNs at work: Siamese Network for Metric Learning   Introduction – ·         Courseoutline -Computer Vision.pdf   Working with Images 1.       Working with Images_Introduction 2.       Working with Images – Digitization, Sampling, and Quantization 3.       Working with…

Neural Network & Deep Learning

Neural Network & Deep Learning

Introduction to Neural Network and Deep Learning, Mathematics for Deep Learning : Linear Algebra part 1, Math for Deep Learning : Functions and Convex optimization, Introduction to Loss Functions, Neural Networks deconstructed for Supervised Learning (Classification), Building Blocks of Neural Networks, TensorFlow, Keras, and Tensorboard, Babysitting the Neural Network Introduction to Neural Network and Deep…

Python For Deep Learning

Python For Deep Learning

Python for Deep Learning, Introduction to NumPy, Introduction to Pandas, Object Oriented Programming Concepts, Other Python Libraries, Mathematics – Probability, Vectors and Matrices, Functions Python for Deep Learning 1.       Introduction to Python 2.       Basic Installation of Python 3.       Keyboard shortcuts and installing packages 4.       How To Install and work with Jupyter notebook    Introduction to…

Ethereum, Solidity & React

Ethereum, Solidity & React

What is Ethereum?, Smart Contracts with Solidity, Advanced Smart Contracts, Building Interactive Front-Ends, Real Projects with Ethereum, Ethereum Project Infrastructure, Advanced Multi-Page Front-Ends, Basic React What is Ethereum? 1.       Introduction 2.       Link to Github Repo 3.       A Short History Lesson 4.       What is Ethereum? 5.       Interfacing with Ethereum Networks 6.       Metamask Setup 7.       Ethereum Accounts…

Hyperledger Using Virtual Machine On Windows

Hyperledger Using Virtual Machine On Windows

Hyperledger Introduction, Hyperledger Fabric & Composer Concepts, Pre-Requisites for Fabric development, Virtual Machine: Hyperledger Fabric Dev Environment Setup, Native: Hyperledger Fabric Dev Environment Setup, Dev Environment Setup overview & Tools usage, Fabric Under the Hood (Concepts & Terminology), Using Composer Tools for Application Development & Administration, Business Network Application Modelling Composer SDK / API :…

Hyperledger On Ubuntu

Hyperledger On Ubuntu

Introduction, Tutorials, Developing Business Networks, Developing Applications, Integrating existing systems, Managing your Hyperledger Composer Solution, Diagnosing Problems, Reference material for Hyperledger Composer Introduction 1.       Key Concepts 2.       Typical Solution Architecture Installation 3.       Installing pre-requsites 4.       Installing the development environment 5.       Updating the development environment 6.       Uninstalling the development environment   Tutorials 1.       Playground tutorial 2.      …

Blockchain Technology

Blockchain Technology

Introduction, Basic Understanding, Advance Understanding Introduction 1.       Introduction 2.       Decentralized Network 3.       What Is Blockchain 4.       Private Vs Public Blockchain 5.       Bitcoin & Blockchain: What Is The Relation? 6.       Why Blockchain Is Better Than Traditional Technology 7.       What Is Blockchain Mining 8.       What Are Miners & What Do They Do? 9.       What Is Ethereum 10.  …

Relational Database Management System

Relational Database Management System

Installation and Setup, Data Definition Language, More on Alter Table, Data Manipulation Language, Selection From a Table, Selection From Multiple Table, Database Design, Aggregate Functions, Subqueries, MySQL Functions – String functions & Date functions. Section 1 – Installation and Setup 1.       Databases, SQL and MySQL 2.       Relational Database Management System 3.       MySQL Installation for Windows…

Design Thinking

Design Thinking

Introduction & Design Thinking Skills, Design Thinking Skills, Identifying Customer Needs, Applied Creativity: Product Concept Generation, Design of Services and Customer Experience, Financial Analysis, Design for Environmental Sustainability Introduction & Design Thinking Skills 1.       Course Introduction 2.       Three Innovation Challenges a.       How to submit your TWO ideas b.      Three Innovation Challenges c.       Examples of three…

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