Machine Learning & AI

Transcription

1 Machine Learning & AI

2 Programs Offerings S.No Program 1. P.G. Diploma in Machine Learning and AI 2. Certification in Machine Learning & NLP 3. Certification in Machine Learning & Deep Learning 4. Certification in Machine Learning 5. Certification in NLP 6. Certification in Deep Learning [2018]. UpGrad Education Pvt. Ltd. All Rights Reserved.

3 PG Diploma in Machine Learning & AI [11 Months] The potential to recognize and use data insights to strategize services and solutions is critical in this data-centric world. Organizations today are adopting deep learning to analyze documents and images connected to a large database, identify speech or gestures, translate voice in real time, predictions with past information, and more. UpGrad s Machine Learning & AI program helps build essential Machine Learning skills that then progress to Deep Learning and AI specializations. Solutions consultants, Business analysts, Marketing professionals Statistics Essentials Machine Learning Natural Language Processing Neural Networks & Deep Learning Graphical Models Reinforcement Learning Use cutting edge AI techniques to teach a computer to play a computer game such as Tetris. Create and deploy complex neural networks to detect the occurrence of certain objects in images collected from various sources. Create a recommender system for users of a news app to aggregate news from various sources and provide personalised reading recommendations. Train a chatbot to classify sentences (customer queries etc.) into categories and respond to them. And many more

4 Cert. in Machine Learning & NLP [6 Months] Natural Language Processing (NLP) has found many business applications in areas of customer service, market intelligence, and regulatory compliance to name a few. But hiring specialized NLP skills is generally not a viable option for most organizations. UpGrad s program in Machine Learning & NLP helps progress the journey of a Machine Learning specialist to an NLP specialist. Professionals with Data Analysis and Programming background & Outcomes Machine Learning Linear Regression Logistic Regression Naïve Bayes Theorem Model Selection Support Vector Machines Tree Models Unsupervised Learning Clustering Advanced Regression NLP Lexical Processing Grammar and Document Models Semantic Processing Telecom Chum Case Study: Predict customers which are more likely to churn to competition using Predictive Analytics. HR Analytics Case Study: Use analytics to predict which employee is going to leave a company in the near future. Chatbot Engine: Training a Chatbot Engine to understand and respond to customer requests for flight reservations News Recommender Engine: Create a news recommender engine which classifies news articles and provides personalized reading recommendations

5 Cert. in Machine Learning & Deep Learning [6 Months] The potential to recognize and use data insights to strategize services and solutions is critical in this data-centric world. Organizations today are adopting deep learning to analyze documents and images connected to a large database, identify speech or gestures, translate voice in real time, predictions with past information, and more. UpGrad s Machine Learning & Deep Learning program helps progress the journey of a Machine Learning specialist to an Deep Learning specialist. Professionals with Data Analysis and Programming background Machine Learning Linear Regression Logistic Regression Naïve Bayes Theorem Model Selection Support Vector Machines Tree Models Unsupervised learning Clustering Advanced Regression Deep Learning Information flow in a Neural Network Training a Neural Network - Assignment Convolutional Neural Networks Recurrent Neural Networks Telecom Chum Case Study: Predict customers which are more likely to churn to competition using Predictive Analytics. HR Analytics Case Study: Use analytics to predict which employee is going to leave a company in the near future. Object Detection in Images: Diagnose illnesses using deep neural networks build on medical images such as MRI, X-Rays, CT Scan, etc And many more

6 Certification in Machine Learning [3 months] Recruiting Machine Learning specialists is a challenge for organizations as the domain is till very young; since most projects in machine learning are still exploratory and/or experimental in nature, it makes it further challenging for organizations to narrow down to skills and qualities that are particularly valuable for their business background in data analysis. UpGrad s entry level program in Machine Learning is a segway for data analysts to move into senior data scientist roles and at the same time creates parallel career pathways in the field of Machine Learning Data Science Professionals who have completed the Data Analyst course or have equivalent relevant experience Linear Regression Logistic Regression Naïve Bayes Theorem Model Selection Support Vector Machines Tree Models Unsupervised learning Clustering Advanced Regression Telecom Chum Case Study- Predict customers which are more likely to churn to competition using Predictive Analytics. HR Analytics Case Study- Use analytics to predict which employee is going to leave a company in the near future.

7 Certification in NLP [3 months] Natural Language Processing (NLP) has found many business applications in areas of customer service, market intelligence, and regulatory compliance to name a few. But hiring specialized NLP skills is generally not a viable option for most organizations. UpGrad s program in NLP helps progress the journey of a Machine Learning specialist to an NLP specialist Data Science Professionals who have completed the Machine Learning Specialist course or have equivalent relevant experience Lexical Processing Grammar and Document Models Semantic Processing Chatbot Engine: Training a Chatbot Engine to understand and respond to customer requests for flight reservations News Recommender Engine: Create a news recommender engine which classifies news articles and provides personalized reading recommendations

8 Certification in Deep Learning [3 months] The potential to recognize and use data insights to strategize services and solutions is critical in this data-centric world. Organizations today are adopting deep learning to analyze documents and images connected to a large database, identify speech or gestures, translate voice in real time, predictions with past information, and more. UpGrad s Deep Learning program helps progress the journey of a Machine Learning specialist to an Deep Learning specialist. Data Science Professionals who have completed the Machine Learning Specialist course or have equivalent relevant experience Information flow in a Neural Network [20 hours] Training a Neural Network - Assignment [10 hours] Convolutional Neural Networks [20 hours] Recurrent Neural Networks [10 hours] Object Detection in Images: Diagnose illnesses using deep neural networks build on medical images such as MRI, X-Rays, CT Scan, etc And many more

9 Thank You