Signup as a Tutor

As a tutor you can connect with more than a million students and grow your network.


Career Path - Artificial Intelligence and Machine Learning Engineer

No Reviews Yet

M G Road 1, Bangalore

Course ID: 369807

M G Road 1, Bangalore

Students Interested 0 (Seats Left 0)

₹ 5,500

No Reviews Yet

About the Course

Career Path - Artificial Intelligence and Machine Learning Engineer – Course Syllabus


Machine Learning Basics –Course Syllabus




Getting Started with Machine Learning
An Introduction to Machine Learning
What is Machine Learning?
Introduction to Data in Machine Learning
Demystifying Machine Learning
ML – Applications
Best Python libraries for Machine Learning
Artificial Intelligence | An Introduction
Machine Learning and Artificial Intelligence
Difference between Machine learning and Artificial Intelligence
Agents in Artificial Intelligence
10 Basic Machine Learning Interview Questions


Data and It’s Processing:

Introduction to Data in Machine Learning
Understanding Data Processing
Python | Create Test DataSets using Sklearn
Python | Generate test datasets for Machine learning
Python | Data Preprocessing in Python
Data Cleansing
Feature Scaling – Part 1
Feature Scaling – Part 2
Python | Label Encoding of datasets
Python | One Hot Encoding of datasets
Handling Imbalanced Data with SMOTE and Near Miss Algorithm in Python


Supervised learning :

Getting started with Classification
Basic Concept of Classification
Types of Regression Techniques
Classification vs Regression
ML | Types of Learning – Supervised Learning
Multiclass classification using scikit-learn



Gradient Descent:

Gradient Descent algorithm and its variants
Stochastic Gradient Descent (SGD)
Mini-Batch Gradient Descent with Python
Optimization techniques for Gradient Descent
Introduction to Momentum-based Gradient Optimizer



Linear Regression:

Introduction to Linear Regression
Gradient Descent in Linear Regression
Mathematical explanation for Linear Regression working
Normal Equation in Linear Regression
Linear Regression (Python Implementation)
Simple Linear-Regression using R
Univariate Linear Regression in Python
Multiple Linear Regression using Python
Multiple Linear Regression using R
Locally weighted Linear Regression
Python | Linear Regression using sklearn
Linear Regression Using Tensorflow
A Practical approach to Simple Linear Regression using R
Linear Regression using PyTorch
Pyspark | Linear regression using Apache MLlib
ML | Boston Housing Kaggle Challenge with Linear Regression


Python | Implementation of Polynomial Regression


Softmax Regressionusing TensorFlow


Logistic Regression:

Understanding Logistic Regression
Why Logistic Regression in Classification?
Logistic Regression using Python
Cost function in Logistic Regression
Logistic Regression using Tensorflow


Naive BayesClassifiers


Support Vector:

Support Vector Machines(SVMs) in Python
SVM Hyperparameter Tuning using GridSearchCV
Support Vector Machines(SVMs) in R
Using SVM to perform classification on a non-linear dataset


Decision Tree:

Decision Tree
Decision Tree Regression using sklearn
Decision Tree Introduction with example
Decision tree implementation using Python
Decision Tree in Software Engineering


Random Forest:

Random Forest Regression in Python
Ensemble Classifier
Voting Classifier using Sklearn
Bagging classifier




Machine Learning using Python– Course Syllabus


1.           Introduction to Machine Learning

What is a Machine Learning?
Need for Machine Learning
Why & When to Make Machines Learn?
Challenges in Machines Learning
Application of Machine Learning


2.           Types of Machine Learning

·                     Supervised

·                     Unsupervised

·                     Reinforcement


3.           Components of Python ML Ecco system

Using Pre-packaged Python Distribution: Anaconda
Jupyter Notebook


4.           Regression Analysis (I)

Regression Analysis
Linear Regression
Examples on Linear Regression
scikit-learn library to implement simple linear regression


5.           Regression Analysis (II)

Multiple Linear Regression
Examples on Multiple Linear Regression
Polynomial Regression
Examples on Polynomial Regression


6.           Classification (I)

What is Classification
Classification Terminologies in Machine Learning
Types of Learner in Classification
Logistic Regression
Example on Logistic Regression


7.           Classification (II)

What is KNN?
How does the KNN algorithm work?
How do you decide the number of neighbours in KNN?
Implementation of KNN classifier
What is a Decision Tree?
Implementation of Decision Tree


8.           Clustering (I)

What is Clustering?
Applications of Clustering
Clustering Algorithms
K-Means Clustering
How does K-Means Clustering work?



9.           Clustering (II)

Hierarchical Clustering
Agglomerative Hierarchical clustering and how does it work
Woking of Dendrogram in Hierarchical clustering
Implementation of Agglomerative Hierarchical Clustering


10.        Association Rule Learning

Association Rule Learning
Apriori algorithm
Working of Apriori algorithm
Implementation of Apriori algorithm


11.        Recommender Systems

Introduction to Recommender Systems
Content-based Filtering
How Content-based Filtering work
Collaborative Filtering
Implementation of Movie Recommender System



Date and Time

Not decided yet.

About the Trainer

Avg Rating

0 Reviews

0 Students

181 Courses

10 years of industry experience


No reviews currently Be the First to Review


Uplatz Trainer picture

Uplatz Trainer

No Reviews Yet

Students Interested 0 (Seats Left 0)

₹ 5,500

Post your requirement and let us connect you with best possible matches for Career Growth & Advancement Training Post your requirement now


Submit your enquiry for Career Path - Artificial Intelligence and Machine Learning Engineer

Please enter valid question or comment

Please enter your name.

Please enter valid Phone Number

Please enter the Pin Code.

Please check the fields again.

By submitting, you agree to our Terms of use and Privacy Policy

Connect With Uplatz

You have reached a limit!

We only allow 20 Tutor contacts under a category. Please send us an email at support@urbanpro.com for contacting more Tutors.

You Already have an UrbanPro Account

Please Login to continue

Please Enter valid Email or Phone Number

Please Enter your Password

Please enter the OTP sent to your registered mobile number.

Please Enter valid Password or OTP

Forgot Password? Resend OTP OTP Sent

Sorry, we were not able to find a user with that username and password.

We have sent you an OTP to your register email address and registered number. Please enter OTP as Password to continue

Further Information Received

Thank you for providing more information about your requirement. You will hear back soon from the trainer

UrbanPro.com is India's largest network of most trusted tutors and institutes. Over 55 lakh students rely on UrbanPro.com, to fulfill their learning requirements across 1,000+ categories. Using UrbanPro.com, parents, and students can compare multiple Tutors and Institutes and choose the one that best suits their requirements. More than 7.5 lakh verified Tutors and Institutes are helping millions of students every day and growing their tutoring business on UrbanPro.com. Whether you are looking for a tutor to learn mathematics, a German language trainer to brush up your German language skills or an institute to upgrade your IT skills, we have got the best selection of Tutors and Training Institutes for you. Read more