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BOOTCAMP PROGRAM
Mastering AI:
From Foundations
to Applications
Beginner-
Friendly
for people
with no coding
experience
WHY SKILL ACADEMY PRO?
Interactive Live Sessions
An interactive learning sessions, held
through online platform.
Self-paced Learning
An asynchronous learning, through
video and reading material from
credible sources.
Real Life Study Case
A study cases discussion led by
experienced instructor, for better and
deeper understanding.
Hands-on Project
A final project initiated by students,
to build a career portfolio.
Curated Mentors
Instructor with >3 years of experience,
who have passed the teaching
competencies test.
An intensive bootcamp to master AI in 12 weeks and start the career to become AI Engineer
36 Live Sessions
Lifetime Access to Learning
Material
Ask Mentors Anytime
+8 AI Applications Base
Projects
Enhanced with Preparation
Class (up to 6 sessions)
Full and Partial Scholarship
PROGRAM DETAIL
#1
#2
#3
#4
#5
#6
Best participants will be selected
to join in Ruangguru Internship
Program.
Preparation Class*
This sessions are designed for students
who have no engineering background.
Interactive sessions up to 6 sessions to
get yourself prepared with fundamental
knowledge (Python & Statistics)
Learning Session
Have interactive sessions with
experienced instructors in
Machine Learning and Data
Scientist with 4+ years of
experiences
Selection Process
Get a chance to be hired
as Ruangguru Intern.
Get paid and build
awesome projects
Ruangguru Internship Program
Build +8 AI-Based Projects
Complete the mid test and final
projects at the end of program.
LEARNING JOURNEY
*The sessions are mandatory for
participants who have no coding
experience. No extra cost added.
LEARNING SYLLABUS
#1: THE FOUNDATIONS
1. Learning Python, Accelerated
2. Version Control
3. Foundationals Statistics
4. Data Wrangling with Pandas
5. Data Cleansing Techniques
6. Visualizing Data with Matplotlib
7. Math: Linear Algebra & Calculus
8. Exploring Traditional Machine Learning
AI MASTERY
1. Machine Learning Fundamentals
2. Introduction to Deep Learning
3. Implementation Deep Learning with Pytorch
4. Introduction to Transformers & Huggingface
5. Model Hub
6. Transfer Learning
7. Database & SQL Programming
1. Convolutional & Neural Network & Computer
Vision
2. Exploring Latest AI trend: GPT 4, Stable
Diffusion
3. Natural Language Processing with
Transformer (Text & Audio)
4. Building Realworld NLP app with
LangChain/Semantic Kernel & Vector
Database
1
2
3
#3: THE APPLICATIONS
#2: AI MASTERY
PHASE 1
Week 1-4 | 12 sessions
PHASE 2
Week 5-8 | 12 sessions
PHASE 3
Week 9-12 | 12 sessions
STUDENTS PORTFOLIO
by Dennis Jonathan
Coba Aplikasi
https://huggingface.co/s
paces/dennisjooo/Age-
Guesser-ViT
LEARNING SYLLABUS
Week Title Description
Week 1 Learning Python, Accelerated
Master Python skills with a focus on studying Machine Learning. With an
accelerated approach facilitating students to build, automate, and analyze data
from Machine Learning.
Week 2 Version Control Learn the concept of version control to manage changes in the development of
software.
Foundational Statistics Learn the concepts of the basics of statistics and practical skills in gathering,
processing, and analyzing data. Basic knowledge of statistics is very necessary to
master the science of artificial intelligence.
Pandas and Data Cleansing
Learn data manipulation and efficient data cleansing tips using Python Pandas,
one of the powerful data analysis tools.
Week 3 Data Visualization Master the art of visualizing data with matplotlib tools. Make a visual of raw data
that allows proper decision making and pre-processing machine learning models
effectively.
Week 4 Exploring Traditional Machine Learning
Techniques 1-2
Learn the basic concepts and techniques in traditional Machine Learning.
Learning deeper about various algorithms and their implementation in the task of
modeling and data classification.
LEARNING SYLLABUS
Week Title Description
Week 5 Machine Learning Fundamentals
Learn how to apply Machine Learning Model effectively by making fire that is easy
to use. Take advantage of the strength of your model in real world applications by
making it accessible, adjusted and easily integrated.
Deep Learning 1-2 Divide the world of artificial intelligence by learning deep learning. Build a basic
understanding of the main principles of neuro-system.
Week 6 Implementation Deep Learning with
Pytorch 1-3
Start a career journey as an AI engineer through learning deep learning by
mastering Pytorch. Learn how to build, train, and perfect neuro-system effectively
accompanied by direct practice.
Week 7 Intro to Transformers and Huggingface
Library and Pipeline
Learn Transformers Model and Huggingface Library which plays an important role
in tasks related to the Neurolinguistic Program (NLP).
Model Hub Introduce the concept of the hub model and how to access, scroll, and apply
model-learning models that already exist in various AI tasks and projects.
Transfer Learning 1-2 Learn a strong understanding of the concept and practice of transfer learning in
machine learning. Understand how to use existing Machine Learning Models to
overcome new tasks, optimize the performance of the model, and save time and
resources in AI development.
LEARNING SYLLABUS
Week Title Description
Week 8 Database and SQL Programming 1-2 Learn about the basics of databases, database management, and SQL
programming. Divine how to design, manage, and retrieve data from a database,
which is a very important skill in the development of application and data
analysis.
Week 9 Convolutional Neural Network &
Computer Vision 1-3
Explore the world of visual recognition by learning about Convolutional Neural
Networks (CNNS) and its application on Computer Vision. Find how to use CNN for
image classification, object detection, etc., increase your skills in processing and
interpreting complex visual data.
Week 10 Exploring Latest AI trend: GPT 4, Stable
Diffusion 1-2
Follow the development of the AI landscape that is growing rapidly by examining
innovative technology such as GPT-4 and Stable Diffusion. At the end of the
program, students will be invited to use and innovate with the latest AI tools
LEARNING SYLLABUS
Week Title Description
Week 11 Natural Language Processing with
Transformer (Text & Audio) 1-5
- Intuition
- Embedding
- Preprocessing
- Seq2seq with RNN
- Attention
Divide the world of NLP by mastering Transformers, the latest technology to
understand and produce human -like language through text and audio. Learn
how to make models that can perform tasks such as translation, summary, and
sentiment analysis, as well as making GPT chat with AI
Week 12 Building Realworld NLP app with
LangChain/Semantic Kernel & Vector
Database 1-3
- Novel AI + Prompt Engineering
- API + Langchain Basic
Improve Language Processing skills by developing NLP applications that use
Langchain, Semantic Kernel, and Vector Databases.
Program Syllabus
Menyusun Curriculum Vitae (CV) ATS-Friendly
Mempersiapkan Diri untuk Wawancara Kerja (Interview)
CAREER CLASS
LEARNED SKILLS
HARD SKILL
Python
Data Processing & Visualization
Computer Vision with CNN
Deep Learning with Pytorch
NLP with Transformer, etc
SOFT SKILL
Critical Thinking & Public Speaking
Public Speaking & Communication
Project Management
Research
Decision Making,, etc
SCHOLARSHIP TIMELINE
Open
Registration for
Full & Partial
Scholarship
Closed
Registration for
Full Scholarship
Registration for
Only Partial
Scholarship
Closed
Registration
for Partial
Scholarship
Onboarding
Day
11-25 Oct 25 Oct
26 Oct - 8 Dec
8 Dec
11 Dec
1. Anyone from all educational
backgrounds with interests in
Computer Science and AI are welcome
to join.
2. Demonstrated high interest in the
development of AI Technology.
3. Willingness to commit in our 12 weeks
bootcamp program to maximize
knowledge acquisition and skill
developments.
Full & Partial Scholarship
Only Partial Scholarship
REQUIREMENTS
Preparation
Class*
27 Nov - 8 Dec
*Mandatory for students with no coding experience
PROGRAM INVESTMENT
Rp 15.000.000,00
Tuition Fee
Rp 5.000.000,00
(Disc. up to 100%)
LIVE ON
Every Monday,
Wednesday and Friday
19.30-21.30 WIB
+
Full and Partial
Scholarship
Available
FREQUENTLY ASKED QUESTIONS
Q: What is the difference between other bootcamps and Ruangguru Engineering
Academy+ x Skill Academy Pro?
A: Ruangguru Engineering Academy+ x Skill Academy Pro is an exclusive bootcamp
program designed specifically for engineers who have a keen interest in AI. you will have
the opportunity to be mentored by engineering experts from Ruangguru, participate in
hands-on real projects, build a professional network, and enhance your technical
expertise. Additionally, there is a chance to have exclusive access to join our paid
internship program at Ruangguru
Q: Who can join?
A: Anyone from all educational backgrounds with interests in AI technology are welcome to
join
Q: Do I need to have experience and expertise in programming?
A: If you have prior relevant experience, that's great! However, if you are not sure,as long as
you have experience in any programming languages, you will be able to catch up with the
curriculum like the wind
For full FAQ, visit
rea.ruangguru.com
APPLY SCHOLARSHIP
https://bit.ly/mastering-ai-bootcamp
live.skillacademy.com
info@skillacademy.com +62 882 1558 5009
CONTACT US
SEE YOU
ONBOARD!

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Program Detail - Mastering AI Bootcamp_v2.pptx

  • 1. BOOTCAMP PROGRAM Mastering AI: From Foundations to Applications Beginner- Friendly for people with no coding experience
  • 2. WHY SKILL ACADEMY PRO? Interactive Live Sessions An interactive learning sessions, held through online platform. Self-paced Learning An asynchronous learning, through video and reading material from credible sources. Real Life Study Case A study cases discussion led by experienced instructor, for better and deeper understanding. Hands-on Project A final project initiated by students, to build a career portfolio. Curated Mentors Instructor with >3 years of experience, who have passed the teaching competencies test.
  • 3. An intensive bootcamp to master AI in 12 weeks and start the career to become AI Engineer 36 Live Sessions Lifetime Access to Learning Material Ask Mentors Anytime +8 AI Applications Base Projects Enhanced with Preparation Class (up to 6 sessions) Full and Partial Scholarship PROGRAM DETAIL #1 #2 #3 #4 #5 #6
  • 4. Best participants will be selected to join in Ruangguru Internship Program. Preparation Class* This sessions are designed for students who have no engineering background. Interactive sessions up to 6 sessions to get yourself prepared with fundamental knowledge (Python & Statistics) Learning Session Have interactive sessions with experienced instructors in Machine Learning and Data Scientist with 4+ years of experiences Selection Process Get a chance to be hired as Ruangguru Intern. Get paid and build awesome projects Ruangguru Internship Program Build +8 AI-Based Projects Complete the mid test and final projects at the end of program. LEARNING JOURNEY *The sessions are mandatory for participants who have no coding experience. No extra cost added.
  • 5. LEARNING SYLLABUS #1: THE FOUNDATIONS 1. Learning Python, Accelerated 2. Version Control 3. Foundationals Statistics 4. Data Wrangling with Pandas 5. Data Cleansing Techniques 6. Visualizing Data with Matplotlib 7. Math: Linear Algebra & Calculus 8. Exploring Traditional Machine Learning AI MASTERY 1. Machine Learning Fundamentals 2. Introduction to Deep Learning 3. Implementation Deep Learning with Pytorch 4. Introduction to Transformers & Huggingface 5. Model Hub 6. Transfer Learning 7. Database & SQL Programming 1. Convolutional & Neural Network & Computer Vision 2. Exploring Latest AI trend: GPT 4, Stable Diffusion 3. Natural Language Processing with Transformer (Text & Audio) 4. Building Realworld NLP app with LangChain/Semantic Kernel & Vector Database 1 2 3 #3: THE APPLICATIONS #2: AI MASTERY PHASE 1 Week 1-4 | 12 sessions PHASE 2 Week 5-8 | 12 sessions PHASE 3 Week 9-12 | 12 sessions
  • 6. STUDENTS PORTFOLIO by Dennis Jonathan Coba Aplikasi https://huggingface.co/s paces/dennisjooo/Age- Guesser-ViT
  • 7. LEARNING SYLLABUS Week Title Description Week 1 Learning Python, Accelerated Master Python skills with a focus on studying Machine Learning. With an accelerated approach facilitating students to build, automate, and analyze data from Machine Learning. Week 2 Version Control Learn the concept of version control to manage changes in the development of software. Foundational Statistics Learn the concepts of the basics of statistics and practical skills in gathering, processing, and analyzing data. Basic knowledge of statistics is very necessary to master the science of artificial intelligence. Pandas and Data Cleansing Learn data manipulation and efficient data cleansing tips using Python Pandas, one of the powerful data analysis tools. Week 3 Data Visualization Master the art of visualizing data with matplotlib tools. Make a visual of raw data that allows proper decision making and pre-processing machine learning models effectively. Week 4 Exploring Traditional Machine Learning Techniques 1-2 Learn the basic concepts and techniques in traditional Machine Learning. Learning deeper about various algorithms and their implementation in the task of modeling and data classification.
  • 8. LEARNING SYLLABUS Week Title Description Week 5 Machine Learning Fundamentals Learn how to apply Machine Learning Model effectively by making fire that is easy to use. Take advantage of the strength of your model in real world applications by making it accessible, adjusted and easily integrated. Deep Learning 1-2 Divide the world of artificial intelligence by learning deep learning. Build a basic understanding of the main principles of neuro-system. Week 6 Implementation Deep Learning with Pytorch 1-3 Start a career journey as an AI engineer through learning deep learning by mastering Pytorch. Learn how to build, train, and perfect neuro-system effectively accompanied by direct practice. Week 7 Intro to Transformers and Huggingface Library and Pipeline Learn Transformers Model and Huggingface Library which plays an important role in tasks related to the Neurolinguistic Program (NLP). Model Hub Introduce the concept of the hub model and how to access, scroll, and apply model-learning models that already exist in various AI tasks and projects. Transfer Learning 1-2 Learn a strong understanding of the concept and practice of transfer learning in machine learning. Understand how to use existing Machine Learning Models to overcome new tasks, optimize the performance of the model, and save time and resources in AI development.
  • 9. LEARNING SYLLABUS Week Title Description Week 8 Database and SQL Programming 1-2 Learn about the basics of databases, database management, and SQL programming. Divine how to design, manage, and retrieve data from a database, which is a very important skill in the development of application and data analysis. Week 9 Convolutional Neural Network & Computer Vision 1-3 Explore the world of visual recognition by learning about Convolutional Neural Networks (CNNS) and its application on Computer Vision. Find how to use CNN for image classification, object detection, etc., increase your skills in processing and interpreting complex visual data. Week 10 Exploring Latest AI trend: GPT 4, Stable Diffusion 1-2 Follow the development of the AI landscape that is growing rapidly by examining innovative technology such as GPT-4 and Stable Diffusion. At the end of the program, students will be invited to use and innovate with the latest AI tools
  • 10. LEARNING SYLLABUS Week Title Description Week 11 Natural Language Processing with Transformer (Text & Audio) 1-5 - Intuition - Embedding - Preprocessing - Seq2seq with RNN - Attention Divide the world of NLP by mastering Transformers, the latest technology to understand and produce human -like language through text and audio. Learn how to make models that can perform tasks such as translation, summary, and sentiment analysis, as well as making GPT chat with AI Week 12 Building Realworld NLP app with LangChain/Semantic Kernel & Vector Database 1-3 - Novel AI + Prompt Engineering - API + Langchain Basic Improve Language Processing skills by developing NLP applications that use Langchain, Semantic Kernel, and Vector Databases.
  • 11. Program Syllabus Menyusun Curriculum Vitae (CV) ATS-Friendly Mempersiapkan Diri untuk Wawancara Kerja (Interview) CAREER CLASS
  • 12. LEARNED SKILLS HARD SKILL Python Data Processing & Visualization Computer Vision with CNN Deep Learning with Pytorch NLP with Transformer, etc SOFT SKILL Critical Thinking & Public Speaking Public Speaking & Communication Project Management Research Decision Making,, etc
  • 13. SCHOLARSHIP TIMELINE Open Registration for Full & Partial Scholarship Closed Registration for Full Scholarship Registration for Only Partial Scholarship Closed Registration for Partial Scholarship Onboarding Day 11-25 Oct 25 Oct 26 Oct - 8 Dec 8 Dec 11 Dec 1. Anyone from all educational backgrounds with interests in Computer Science and AI are welcome to join. 2. Demonstrated high interest in the development of AI Technology. 3. Willingness to commit in our 12 weeks bootcamp program to maximize knowledge acquisition and skill developments. Full & Partial Scholarship Only Partial Scholarship REQUIREMENTS Preparation Class* 27 Nov - 8 Dec *Mandatory for students with no coding experience
  • 14. PROGRAM INVESTMENT Rp 15.000.000,00 Tuition Fee Rp 5.000.000,00 (Disc. up to 100%) LIVE ON Every Monday, Wednesday and Friday 19.30-21.30 WIB + Full and Partial Scholarship Available
  • 15. FREQUENTLY ASKED QUESTIONS Q: What is the difference between other bootcamps and Ruangguru Engineering Academy+ x Skill Academy Pro? A: Ruangguru Engineering Academy+ x Skill Academy Pro is an exclusive bootcamp program designed specifically for engineers who have a keen interest in AI. you will have the opportunity to be mentored by engineering experts from Ruangguru, participate in hands-on real projects, build a professional network, and enhance your technical expertise. Additionally, there is a chance to have exclusive access to join our paid internship program at Ruangguru Q: Who can join? A: Anyone from all educational backgrounds with interests in AI technology are welcome to join Q: Do I need to have experience and expertise in programming? A: If you have prior relevant experience, that's great! However, if you are not sure,as long as you have experience in any programming languages, you will be able to catch up with the curriculum like the wind For full FAQ, visit rea.ruangguru.com