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Great Lakes Institute of Management Post Graduate Program in Artificial Intelligence and Machine Learning Certification (PGP-AIML) 2022

Great Lakes Institute of Management Post Graduate Program in Artificial Intelligence and Machine Learning Certification (PGP-AIML) 2022

Great Lakes Institute of Management (Online and Blended Programs) Post Graduate Program In Artificial Intelligence and Machine Learning Certification (PGP-AIML)2019

Why Great Lakes Online and Blended (GL-OBP):

Great Lakes PGP-AIML is a 12-month program offered in the blended format with weekend classroom sessions and online learning. Artificial Intelligence and Machine learning is one of the most exciting careers to build right now. There is a high demand for Artificial Intelligence and Machine Learning professionals in the industry but it is critical to have appropriate skills, exposure and academic pedigree to be able to capitalise on these opportunities. Artificial Intelligence and Machine Learning enables applicant to make this change to high-growth careers in Artificial Intelligence and Machine Learning, Deep Learning and Data Science.

The program is a unique learning experience crafted keeping in mind the learning needs of professionals and their career goal. The program uses a blend of learning methods that involve classroom teaching, self-learning through videos and reading materials, team-based problem solving and sessions with industry experts. Classes are conducted on one weekend every month (for12 months) and assisted by online webinars, discussions, and assignments. Candidates can access the course content online even after they have graduated.

Great Lakes (OBP) Post Graduate Program in Artificial Intelligence and Machine Learning (PGP-AIML) Overview:

Capstone Projects

Applicant will work on 12+ projects and a capstone project spread across topics such as Statistical Learning, Supervised / Unsupervised Learning, Ensemble / Reinforcement Techniques, Neural Networks, NLP, Computer Vision using data from companies like Uber, Netflix, AlphaGo (Google), Amazon.

  • Digital Marketing: A campaign to sell personal loans
  • Banking: Predict the authenticity of a currency note
  • Medical: Predict the onset of Parkinson’s disease
  • ecommerce: Customer sentiments from Amazon reviews
  • Demand Prediction: Predict hourly and daily bikes rentals
  • Image Classification: Identify entities in images
  • Image Classification: Face recognition
  • Image Classification: Handwritten digit recognition
  • Social Media: Fake news detection
  • Fraud Detection: Network intrusion detection
  • Image Classification: Silhouette analysis
  • Churn Analysis: Predicting the churn

 Why Great Lakes (OBP) Post Graduate Program in Artificial Intelligence and Machine Learning (PGP-AIML)

Delivery Formats

Curriculum

Machine Learning

Module 1

Supervised learning

  • Linear Regression
  • Multiple Variable Linear
  • Regression
  • Logistic Regression
  • Naive Bayes Classifiers
  • k-NN Classification
  • Support Vector Machines

Module 2

Ensemble Techniques

  • Decision Trees
  • Bagging
  • Random Forests
  • Boosting

Module 3

Feature Selection

  • Feature Engineering and its importance
  • EDA
  • Feature Selection ( Forward selection, Backward Elimination)
  • Regularization for Feature Selection
  • Regularizing Linear Models (Shrinkage methods) – Lasso and Ridge

Module 4

Unsupervised learning

  • K-means Clustering
  • Hierarchical Clustering
  • Dimension Reduction-PCA

Module 5

Model Selection & Hyper parameter Tuning

  • Model Selection – Cross Validation
  • Bootstrap Sampling
  • Hyper Parameters & Tuning
  • Hyper Parameters & Tuning
  • (GridsearchCV/RandomizedSearchCv)
  • Performance Evaluation
  • Sampling

Module 6

Recommendation Systems

  • Introduction to Recommendation Systems
  • Popularity based model
  • Content based Recommendation System
  • Collaborative Filtering (User similarity & Item similarity)
  • Hybrid Models

Artificial Intelligence

Module 1 –

Introduction to Neural Networks and Deep Learning

  • Introduction to Perceptron &Neural Networks
  • Activation and Loss functions
  • Gradient Descent
  • Batch Normalization
  • TensorFlow&Keras for Neural Networks
  • Hyper Parameter Tuning

Module 2 –

Computer Vision

  • Introduction to Convolutional Neural Networks
  • Introduction to images Convolution, Pooling, Padding & its mechanisms
  • Forward Propagation &Backpropagation for CNNs
  • CNN architectures like AlexNet, VGGNet, InceptionNet&ResNet
  • Transfer Learning

Module 3 –

Advanced Computer Vision

  • Object Detection
  • YOLO, R-CNN, SSD
  • Semantic Segmentation
  • U-Net
  • Face Recognition using Siamese Networks
  • Instance Segmentation

Module 4 –

Statistical NLP

  • Introduction to NLP
  • Stop Words
  • Tokenization
  • Stemming and lemmatization
  • Bag of Words Model
  • Word Vectorizer
  • TF-IDF
  • POS Tagging
  • Named Entity Recognition

Module 5 –

Sequential Models in NLP

  • Introduction to Sequential data
  • RNNs and its mechanisms
  • Vanishing & Exploding gradients in RNNs
  • LSTMs – Long short-term memory
  • GRUs – Gated recurrent unit
  • LSTMs Applications
  • Time series analysis
  • LSTMs with attention mechanism
  • Neural Machine Translation
  • Advanced Language Models: Transformers, BERT, XLNet

Great Lakes (OBP) Post Graduate Program In Artificial Intelligence and Machine Learning (PGP-AIML)Career Support – GL Excelerate:

Career Support – GL Excelerate

As a participant in this program, GL Excelerate helps you unlock your potential, highlight your skills and connect to the right opportunities for your next job.

Exclusive recruitment drives

Attend Great Learning job fairs organised every 2 months across cities. Participate in our recruitment drives with top tech companies looking for professionals like you.

Access to curated jobs

Access a list of jobs relevant to your experience and domain. Leverage our dedicated career support team working with 200+ organisations, who’ll recommend the right jobs for you.

Interview preparation workshops

Familiarise yourself with commonly asked questions that’ll help you crack any technical interview. Use your ePortfolio to showcase your skills and improve your chances of getting hired.

Personalised career mentorship

Get an expert career mentor personalised to your experience and industry, who will help you navigate your path to career success. Get guidance on choosing the right opportunities, building a great CV and much more.

Great Lakes (OBP) Post Graduate Program In Artificial Intelligence and Machine Learning (PGP-AIML)Eligibility Criteria and Admission Process:

  • Applicants should have a bachelor’s degree with a minimum of 50% aggregate marks or equivalent. Preference will be given to candidates with Engineering, Mathematics, Statistics, and Economics background.

    Selection Process –

    1. Apply – Apply by filling a simple online application form
    2. Interview Process – Go through a screening call with the Admission Director’s office
    3. Join Program – An offer letter will be rolled out to the selected candidates

Great Lakes (OBP) Post Graduate Program In Artificial Intelligence and Machine Learning (PGP-AIML)Fee Structure :INR 200,000 Plus GST as applicable.

Instalments
Admission Fee 25,000
1st Instalment 58,334
2nd Instalment 58,333
3rd Instalment 58,333
Total 2,00,000

Payments

Candidates can pay the program fee through

Net Banking

Credit/Debit Cards

Cheque, DD

Financial Aid

In case our students want to finance the course they can avail a loan at a substantially lower rate of interest than the market.

This executive course in Artificial Intelligence & Machine Learning is immaculate for those who are seeking to understand this domain, its concepts, algorithms and application and aspire to explore how structured knowledge in this area can contribute productively to business objectives.

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