Machine Learning

What You Will Learn?

Build artificial neural networks with Tensorflow and Keras
Make predictions using linear regression, polynomial regression, and multivariate regression
Classify images, data, and sentiments using deep learning
Implement machine learning at massive scale with Apache Spark's MLLib
Understand reinforcement learning - and how to build a Pac-Man bot
Classify data using K-Means clustering, Support Vector Machines (SVM), KNN, Decision Trees, Naive Bayes, and PCA
Use train/test and K-Fold cross validation to choose and tune your models
Build a movie recommender system using item-based and user-based collaborative filtering
Clean your input data to remove outliers
Design and evaluate A/B tests using T-Tests and P-Values

What You Will Learn?

Most school’s courses does not cover the advanced concepts of Machine Learning and Artificial Intelligence such as Tensorflow & Tensorboard, Deep Learning concepts such as Computer Vision, Natural Language processing. However in BootUP Academy we cover the advance concepts of Machine Learning. Also BootUP Academy Stack covers Machine Learning concepts like Supervised and Unsupervised learning, Neural Networks, Various statistical concepts like Regression, Random forest, Support Vector Machine which is missing in the other school’s courses.

After the course completion, the participant will be able to:

Apply a range of advanced machine learning techniques from all major areas of machine learning (supervised, unsupervised, semi-supervised and reinforcement learning) including tuning and regularizing these models
Perform a range of pre-processing steps, including feature engineering and management of missing data, as well as explain the utility and importance of such methods
Explain how these techniques work, including the relationship between more advanced methods and the simpler methods they are built upon
Evaluate the performance of machine learning systems in common tasks

BootUP Academy provides both in class training and online training. If you are learning and coding remotely, we have a coding platform that tests your codes automatically and give you feedback. We have cloud labs to perform coding projects to give you real world use cases you that you can use for your job interviews.
BootUP Academy provides you with job opportunities like no other academy through our career partners.

Exploring and Transforming Data

Clustering

Linear Regression

Logistic Regression

Simple FeedForward Neural Networks

Convolutional Neural Networks

Recurrent Neural Networks and LSTM

Deep Neural Networks

Follow a Structured Curriculum

Module 1. Basics of AI & Introduction

Module 2. Introduction to Python Programming

What is Python?
Installing Anaconda
Understanding the Spyder Integrated Development Environment (IDE)
Python basics and string manipulation
lists, tuples, dictionaries, variables
Control Structure – If loop, For & while Loop
Single line loops
Writing user defined functions
Object oriented programming
Working with Class & Inheritance

Module 3. Data Handling in Python

Module 4. Basic Descriptive Statistics

Module 5. Data Preparation for Analysis

Analisis Data Eksplorasi
Aturan Validasi Data
Teknik pembersihan data
Persiapan Data untuk Analisis

Module 6. Supervised & Unsupervised Learning

Overview

Module 7. Practical Machine Learning

Implementations

Module 8. Microsoft Azure Machine Learning

Platform Demo

Download Syllabus

Learn From the best

Marco ten Vaanholt

Marco ten Vaanholt is the Founder and President of BootUP Ventures.

Known as a global serial entrepreneurial ecosystem, his organization has helped over 120 startups and raised more than $400 million. Marco is an investor and advisor to other companies, his background in software engineering gives him a unique point of view when it comes to helping develop other entrepreneurs' business ideas.

His global perspective, experience, and ability to create diverse international teams adds to the reason to keep him on your radar in the next few years.

Gharachorloo

Graduated in the field of telecommunication and networking from Queensland University of Technology (QUT).

More than 300 hours of teaching experience in Python Programming for elementary and advanced students. Currently working on AI-Driven projects such as implementing smart call centers using Natural Language Processing (NLP) techniques.

Head programming supervisor at a multinational programming school with its main focus centered around machine-learning applications in various fields.

Examples are perfect and lots of practice data!

It covers everything that one needs to know and start working on data science. Examples are perfect and lots of practice data with code to execute in Python.
I am extremely thankful for such an awesome course!

Rangga Aditya Piratama, Software Engineer at Indonesian Fintech Company

Choose Your Machine Learning Program

BootUP provides different entry levels for Programming. Check the available levels and choose the your desired entry level program below

Rookie

FREE

60 Minutes of online webinar session. (Free Webinar)

Start Learning Now

Foundation (Introduction)

$ 20

Online modules in 6 hours, learn and finish anytime.

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Flex (Introduction)

$ 672

Online & In-person hybrid learning in 1 month.

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Flex (Advanced)

$ 672

Online & In-person hybrid learning in 1 month.

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Full Immersive (Introduction)

$ 2,690

Online & In-person hybrid learning in 6 months.

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Full Immersive (Advanced)

$ 2,690

Online & In-person hybrid learning in 6 months.

Start Learning Now