IIT Guwahati - E&ICT Academy IIT Guwahati - Certification in Artificial Intelligence & Machine Learning offered by Imarticus Learning
4.3 /5- Private Institute
- Estd. 2012
E&ICT Academy IIT Guwahati - Certification in Artificial Intelligence & Machine Learning at Imarticus Learning Overview
Duration | 9 months |
Total fee | ₹2.40 Lakh |
Mode of learning | Online |
Credential | Certificate |
E&ICT Academy IIT Guwahati - Certification in Artificial Intelligence & Machine Learning at Imarticus Learning Highlights
- Earn a certificate of completion from E&ICT, IIT Guwahati
- No cost EMI plan available for fee payment
- 25 in class real-world projects focused on providing diverse industry exposure
- Get an opportunity to participate in the 3-day visit to the E&ICT Academy, IIT Guwahati campus
- Work on capstone project
- Live training by Academic Professors and Industry Experts
E&ICT Academy IIT Guwahati - Certification in Artificial Intelligence & Machine Learning at Imarticus Learning Course details
- Candidates who aspire to be Machine learning engineer, Business analyst, Data analyst, Web & social media analyst, Artificial intelligence engineer, Data scientist, Machine learning architect, Data science/machine learning consultant
- Learn real-world Machine Learning and Deep Learning skills through multiple AI Deep Learning business projects, transforming you into a sought-after New Age AI and ML Specialist
- This program provide the best learning outcome to the aspiring machine learning and artificial intelligence learners
- This course help you prepare for the Data Scientist, Data Analyst, Machine Learning Engineer, and AI Engineer roles.
- Participants build a strong foundation of data science concepts and industry experts will help you learn practical implementation of machine learning, deep learning, and AI techniques through real-world projects from diverse industries.
E&ICT Academy IIT Guwahati - Certification in Artificial Intelligence & Machine Learning at Imarticus Learning Curriculum
Python Programming
Intro to programming & python
Datatypes
Operators
Expressions
Conditionals
Loops
Functions
Recursion
OOPS Concepts
Data Structures
Numpy
Pandas
Error Handling
Scikit-learn library
Mathematics for Data Science
Linear Algebra
Calculus
Statistics & Probability
Linear Regression & Outlier Rejection
Optimization and its techniques/types
Constrained and Unconstrained Optimization
Basics of Mathematical Preliminaries
Stochastic Search
Model validation
PSO and Genetic Algorithm
Dimensionality Reduction
Feature Selection
Feature Selection
Principal Component Analysis(PCA)
Discriminant Functions
Linear Discriminant Analysis(LDA)
Exploratory Factor Analysis(EFA)
Unsupervised Learning, Generative Models and Pattern Discovery
Introduction to Unsupervised Learning
Spherical K-Means and Incremental Clustering
K-Means Clustering
Hierarchical Agglomerative Clustering and DBSCAN
Mean-shift Clustering
Estimation Theory
PLSA & Sequence Mining
Association Mining Rule
Hidden Markov Model (HMM)
Supervised Learning and Discriminative Models
Introduction To Supervised Learning
Bayesian Classification and Performance Analysis
Logistics Regression
Perceptron
Multilayer Perceptron
MLP: Backpropagation and Applications
K-NN and RBF, ANN
Data Balancing Techniques And Applications
Classification and Regression Trees
Decision Trees and Random Forest
Support Vector Machines (SVM)
Deep Learning
Introduction to Deep Neural Network
Convolutional Neural Network
Implementation of ConvNet/CNN from scratch
Speech, Vision, NLP
Image Processing using OpenCV
Signal Processing
SciPy
Introduction to Natural Language Processing (NLP)
N-gram Language mode
Vector Semantics
NLP Library
Neural Models for NLP
NLTK
Machine Learning & Cloud
Cloud fundamentals
ML tools on Cloud (AWS, Azure, GCP)
Deploying ML project on cloud
E&ICT Academy IIT Guwahati - Certification in Artificial Intelligence & Machine Learning at Imarticus Learning Faculty details
E&ICT Academy IIT Guwahati - Certification in Artificial Intelligence & Machine Learning at Imarticus Learning Entry Requirements
- Bachelor's/ Master's degrees in Computer Science/ Engineering/ Math/ Statistics/ Economics/ Science with a minimum of 50% marks in graduation.
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E&ICT Academy IIT Guwahati - Certification in Artificial Intelligence & Machine Learning at Imarticus Learning Contact Information
5th Floor, B-Wing, Kaledonia, HDIL Building, Sahar Rd
Mumbai ( Maharashtra)