Machine learning course in Mumbai- Bia Classroom

Machine Learning

What is Machine Learning • Machine learning is an application of artificial intelligence.

• It provides the ability to systems to automatically learn and improve from experience, without being explicitly programmed.

• The focus of machine learning is on development of computer programs that can access data and learn from it themselves.

• The goal is to minimize human interference.

Machine Learning Methods • Supervised algorithms – these algorithms can apply what has been learned in the past, to new data using labeled examples to predict future events.

• Unsupervised algorithms – these are used when the information used to train the system is neither labeled nor classified.

• Semi-supervised algorithms - fall somewhere in between supervised and unsupervised learning, since they use both labeled and unlabeled data for training – typically a small amount of labeled data and a large amount of unlabeled data.

• Reinforcement algorithm - This method allows machines and software agents to automatically determine the ideal behavior within a specific context in order to maximize its performance.

Language Priority by Machine Learning Scientist Priority (%) 2 11

15

Python

44

Java

R

JavaScript

Machine Learning Applications • Retail – Personalised product recommendation, chatbots and robots, mining customer actions, transactions, etc.

• Travel – Price determination, sentiment analysis • Healthcare - Drug discovery/manufacturing, personalized treatment/medication • Finance – Fraud detection, investing advices, anti money laundering, focused account holder targeting • Media – personalized news feed, targeted ads, job searches

Responsibilities of a Machine Learning Engineer • Running ML experiments using a programming language with machine learning libraries.

• Deploying machine learning solutions into production (in terms of actual execution and scheduling.

• Optimizing solutions for performance and scalability.

• Ensuring good data flow between databases and backend systems.

• Implementing custom machine learning code.

• Analyzing data and coming up with use cases.

Machine Learning Job Trends • According to a report from job site Indeed, machine learning engineer is the best job of 2019 due to growing demand and high salaries.

• The career boasts a current average salary of $146,085 with a growth rate of 344 percent in 2018.

• Indeed set out to find the top 25 jobs for 2019 in their report and nine of them are comprised of tech roles.

• AI and Machine Learning job postings on Indeed rose 29.10% over the last year between May 2018 and May 2019.

Bibliography https://www.expertsystem.com/machine-learning-definition/ https://www.expertsystem.com/machine-learning-definition/ https://bit.ly/2HOAeth Boston Institute of Analytics - https://www.biaclassroom.com/ Artificial Intelligence News - https://bit.ly/2LKPdcB Forbes, June 2019 - https://bit.ly/2XHmwQ6 DeZyre.com - https://bit.ly/2JAEKh6

Special thanks‌.

To Boston Institute of Analytics™ for their knowledge contribution.

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