Launching into Machine Learning

BY
Google via Coursera

Sign up for the Launching into Machine Learning course on Coursera to gain a understanding of neural networks and their role in solving data science problems.

Lavel

Beginner

Mode

Online

Duration

8 Weeks

Quick Facts

particular details
Medium of instructions English
Mode of learning Self study
Mode of Delivery Video and Text Based

Course overview

The Launching into Machine Learning programme is a part of the Machine Learning with TensorFlow specialisation, offered by Google Cloud. This Beginner-level online professional course takes about 14 hours to complete. The course of instruction in English and subtitles are also provided for ease of grasping. 

The Launching into Machine Learning online course is offered by industry-leading professionals who have had multiple years of work experience in Machine learning and Tensorflow. Thus, you can be assured of being trained by the best in class. Through this course, you will understand the essence of deep learning and how to optimise it to mitigate common problems in machine learning. 

The Launching into Machine Learning certification syllabus provides you with repeatable and scalable test datasets perfect for training and evaluation. Moreover, you will learn to evaluate the models through loss functions and performance metrics. What’s more, the flexible schedule allows you to learn at your own pace and convenience. 

The highlights

  • 100% online course
  • Training provided by Google Cloud
  • Internationally recognised syllabus
  • 14-hour course duration
  • Internal exercises
  • Self-paced training 
  • Certification available 
  • Beginner-level course 
  • Certificate shareable on social platforms 
  • Course taught in the English language
  • English subtitles available  
  • Downloadable study materials

Program offerings

  • 100% online course
  • Self-paced training
  • Certificate shareable on social platforms
  • 14-hour course duration
  • Internationally recognised syllabus.

Course and certificate fees

Launching into Machine Learning fee structure

HeadAmount in INR
1 monthRs. 4,117
3 monthRs. 8,234
6 monthRs. 12,352


certificate availability

Yes

certificate providing authority

Coursera

Eligibility criteria

Certificate Qualifying Details

Besides, you need to complete the Launching into Machine Learning course and participate in all the in-course exercises to receive the certification. 

What you will learn

Machine learning

Post-completion of lessons in the Launching into Machine Learning certification course, you will be able to gain conceptual clarity in the following areas:

  • Determining the importance of deep learning 
  • Mitigation of regularly seen problems in machine learning
  • Foundational knowledge of Machine learning
  • Bootstrapping Machine learning codes
  • Gaining practical knowledge from Machine learning practitioners 
  • Solving data quality issues 
  • Primary types of machine learning 
  • Optimisation of machine learning models 

The syllabus

Module 1: Introduction

Video
  • Course introduction

Module 2: Get to know your data: Improve data through Exploratory Data Analysis

Videos
  • Introduction
  • Improve Data Quality
  • Getting Started with Google Cloud and Qwiklabs
  • Lab intro: Improve the quality of your data
  • Lab Demo: Improve the quality of your data
  • What is exploratory data analysis
  • How is EDA used in machine learning
  • Data analysis and visualization
  • Lab intro: Explore the data using Python and BigQuery
Reading
  • Resources: Get to know your data: Improve data through Exploratory Data Analysis
Assignment
  • Get to know your data: Improve data through Exploratory Data Analysis
App items
  • Lab: Improving data quality
  • Lab: Exploratory Data Analysis using Python and BigQuery

Module 3: Machine Learning in Practice

Videos
  • Introduction
  • Supervised learning
  • Linear regression
  • Lab intro: Introduction to linear regression
  • Lab Demo: Intro to Linear Regression
  • Logistic regression
Reading
  • Resources: Machine Learning in Practice
Assignment
  • Machine Learning in Practice
App item
  • Lab: Introduction to linear regression

Module 4: Training AutoML Models Using Vertex AI

Videos
  • Introduction
  • Machine learning vs. deep learning
  • What is automated machine learning?
  • AutoML regression model
  • Evaluate AutoML models
Reading
  • Resources: Training AutoML Models Using Vertex AI
Assignment
  • Training AutoML Models Using Vertex AI

Module 5: BigQuery Machine Learning: Develop ML Models Where Your Data Lives

Videos
  • Introduction
  • Training an ML model using BigQuery ML
  • BigQuery Machine Learning supported models
  • Lab intro: Using BigQuery ML to predict penguin weight (BigQuery ML & Explainable AI)
  • Lab Demo: Using BigQuery ML to predict penguin weight (BigQuery ML & Explainable AI)
  • BigQuery ML hyperparameter tuning
  • How to build and deploy a recommendation system with BigQuery ML
Reading
  • Resources: BigQuery Machine Learning: Develop ML Models Where Your Data Lives
Assignment
  • BigQuery Machine Learning: Develop ML Models Where Your Data Lives
App item
  • Lab: Using BigQuery ML to predict penguin weight

Module 6: Optimization

Videos
  • Introduction
  • Defining ML models
  • Introducing the course dataset
  • Introduction to loss functions
  • Gradient descent
  • Troubleshooting loss curves
  • ML model pitfalls
  • Lecture lab: Introducing the TensorFlow Playground
  • Lecture lab: TensorFlow Playground - Advanced
  • Lecture lab: Practicing with neural networks
  • Performance metrics
  • Confusion matrix
Reading
  • Resources: Optimization
Assignment
  • Optimization

Module 7: Generalization and Sampling

Videos
  • Introduction
  • Generalization and ML models
  • When to stop model training
  • Creating repeatable samples in BigQuery
  • Demo: Splitting datasets in BigQuery
Reading
  • Resources: Generalization and Sampling
Assignment
  • Generalization and Sampling

Module 8: Summary

Readings
  • Summary
  • Resource: All quiz questions
  • Resource: All readings
  • Resource: All slides

Admission details

Step 1: Visit the course webpage to register for the Launching into Machine Learning certification course.

Step 2:  Now, click on the ‘Enroll’ button present on the webpage and then tap on the ‘Select Free Trial’ option. If you are a first-time user, you also need to enter your username, email address and set a password to authenticate your account. 

Step 3: Enter your card details and complete the payment to sign up for Coursera plus. Besides the 7-day access to the course, you can enjoy unlimited access to multiple other courses. 

Step 4: Post-completion of the registration process, you can use your login credentials to sign in to the platform and finish the course.


Filling the form

You don’t have to fill a dedicated application form to register for the Launching into Machine Learning training course. You can enrol for free by signing up with Google, Apple ID, or Facebook and access the course material.

Scholarship Details

Candidates who cannot afford to pay for the Launching into Machine Learning online course can place their application to avail financial aid. This can be done by clicking on the ‘Financial aid available’ option present under the ‘Enroll’ option on the course webpage. The application takes 15 days to be processed, and Coursera notifies you if your application has been accepted.

How it helps

The Launching into Machine Learning certification course equips candidates with a 360-degree knowledge of deep learning and neural networks. More than 37% of the students who have registered for the online course have reported having received lucrative career opportunities after completing the course. Moreover, the flexibility of schedules, deadlines makes learning all the more convenient!  

FAQs

How to preview the Launching into Machine Learning online course?

Yes, candidates can preview the course by visiting the course page. Upon reaching the webpage, you can watch the first video of each module in the syllabus contents.

When will I receive the course certificate?

Upon completing the course, the e-certificate will be available on the Accomplishments page present on the portal.

Can I audit the course?

No, the Launching into Machine Learning online course cannot be audited. It can only be availed after subscribing to Coursera plus or when you receive financial support.

Will I earn credit for completing the course?

Although the course does not carry any university credits, some universities might accept the course certificate as credit. You can check with your educational institution to find out more.

What will I receive post-enrollment?

Post-enrolment, you will get access to all the course contents, including videos, quizzes, study materials and other in-course exercises. Once you complete the course and finish the graded assignments, you will be eligible for certification.

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