Course Overview

AI & Data Science Foundation for Leaders introduces you to Data Science from a practitioner point of view. This course introduces you to what all data science can do, where all data science can be applied, what tools are used in the industry today. This course also walks you through the data science life cycle with a thorough understanding of data collection, preparation and modeling throughout the life-cycle.

Watch Introduction Video

Course Key Features

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Skills Focused

Why Become Data Scientist?

 

SQL has become a very important tool for the data scientists since it is helps in fetching, updating, inserting, manipulating and modifying data from data sources like RDBMS or datawarehouses. Without having knowledge in SQL a data scientist has to rely on others to get the data for them. Python is the most common coding language typically required in data science roles. Because of its versatility, a data scientist  can use Python for almost all the steps involved in data science processes. It can take various formats of data and easily import SQL tables into the Python code. Python comes with various Statistical, Machine Learning & Deep Learning libraries that can help a data scientist perform almost all tasks he/she needs.

Why most prefer SCALA for their training neeeds?

 

Upcoming Schedules

March 2024
April 2024
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Curriculum

Real World Applications of AI in Various Industries (60 min)

Topics:

  • Predictions
  • Classifications
  • Recommendations
  • Detections

Learning Objectives:

Understand various applications of Data Science, ML & AI in the real world

Delivery Type:

Theory

The Transformative Power of AI (60 min)

Topics:

  • History of AI
  • Applications of AI
  • How AI Works
  • Importance of Data & Processing Power
  • Now Trending
  • Major Users of AI & the Front runners

Learning Objectives:

Understand what is AI, how AI works and how AI can bring in the change

Delivery Type:

Theory

Overview of Important Domains in AI/DS (120 min)

Topics:

  • Introduction to Data Science
  • Machine Learning
  • Deep Learning
  • Computer Vision
  • Natural Language Processing

Learning Objectives:

Retrieving data. Wait a few seconds and try to cut or copy again.

Delivery Type:

Theory

AI in Practice (120 min)

Topics:

  • The Flow - Data Science, ML, AI
  • Method of Handling Data
  • Common Tools & Techniques
  • Data Bias
  • Data Science Platforms
  • Fairness, Accountability & Transparency

Learning Objectives:

Understand how AI is implemented, its challenges, regulatory framework within which AI to be implemented

Delivery Type:

Theory

Planning & Structuring an AI Project / AI Teams (60 min)

Topics:

  • Success of AI Projects
  • Defining a Holistic AI Strategy
  • Enabling an AI ready Culture
  • Responsible AI
  • Scaling AI
  • Reproducible AI

Learning Objectives:

Understand how to plan for AI transformation in the organization

Delivery Type:

Theory

Demo (60 min)

Topics:

  • Computer Vision
  • Natural Language Processing
  • IoT

Learning Objectives:

Watch various real world demos that uses AI implementation

Delivery Type:

Workshop

No Pre-requisite

Anybody who is interested to know more about Data Science, ML & AI

None

SCALA Trainers

Benny Gyan

JESS LEE YAN KEOW (Jezz)

LIONEL SEAH

PATRICK TAN

 

Call Us @ (65)64172475


OR

 

Contact Us For An Appointment

Tools and Frameworks used

Demonstration using Python, Cloud

 

Corporates We Work With

Join over 200 companies that has enrolled in SCALA's PCP or Professional Conversion Programmes and claim up to 90% support for the course fee and 18 months of salary support for qualified new hires.

 

Register with us today to enjoy the following

About SCALA

Industry Curated Curriculum

Our curriculum is created with the combined effort of our Board of Advisors and industry veterans. Focusing on providing both immediate and future knowledge, the curriculum equips SCALA’s trainees with in-depth logistical and supply chain knowledge as well as keeping them up to date on the latest development in the technology space. Our curriculum is also accredited by WorkForce Singapore and is recognized country-wide for its efficacy.

Strong Leadership

Founded by Dr Robert Yap in 2016, SCALA is an industry-level academy that helps organizations unleash the hidden value in their supply chain. Lead by SCALA’s Board of Advisors, which comprise of distinguish leaders from industry and academia, SCALA’s vision is to become the standard for practical, hands-on training of logistics and supply chain industry in Singapore and the region.

Mentorship/Coaching for Professional Growth

Mentoring is a key element of any successful talent development strategy to help enterprises build high-performing team. Tailored individually to every SCALA's Professional Conversion Programme (PCP) participants, mentors facilitate our participants, who are mid career switchers, towards a deeper understanding of their strengths, talents, personalities and values. Our mentors, having a personal yet professional relationship with their mentees, provide a safe space to learn and grow. As our PCP participants become more purposeful in charting their personal growths, they will be better positioned for success in their new roles.

Network of over 400 Corporate Members

SCALA’s Corporate Network which organises networking opportunities and programmes that help companies embrace innovation to uncover hidden value. By bringing together diverse experiences and businesses, the Corporate Network aims to raise the water level within and outside the industry, to create a profession out of supply chain and logistics!

FAQs

What practical skill sets can I expect to have upon completion of the course?
  • Get advanced knowledge on machine learning techniques using Python
  • Be proficient with frameworks like TensorFlow and Keras
What can I expect to accomplish by the end of this course?

By the end of this course, you would have gained knowledge on the use of machine learning techniques using Python and build applications models. This will help you land jobs as Data Scientist.

Does this class have any restrictions?

There are no restrictions but participants would benefit if they have elementary programming knowledge and familiarity with statistics.

What should my personal setup look like?

Minimum Requirements: MAC OS or Windows with 8 GB RAM and i3 processor

Testimonials

See what people are saying

"

The salary support has greatly alleviated our manpower costs since we are a non-profit Social Enterprise startup trying to build a critical mass in the wholesale and retail sector, using e-commerce as a strategic tool. The lower cost was critical for our survival in the midst of a tough economy undergoing restructuring.

Kim Wong

Administration Manager, Actsmarket Limited

"

The Supply Chain PCP has been really helpful for us to quickly upskill new hires from a different sector, and equip them with fundamental skills and knowledge for them to excel in the logistics industry. Our new hires have really appreciated the training and guidance given during the programme. The salary support has also been very helpful in incentivising commitment to this programme and helping us to find alternative means to cover the impact on manpower, and in the long run, as employers and employees, are all better off for it.

Timothy Ng

Head, engagement, learning and development, Ninjavan

"

The mentors that are assigned to them are also people with many years of experience and who selflessly share their knowledge. The projects enable them to think from different perspectives and are beneficial to their employers.

Gabriel Lim

Chief Operating Office, Shalom Movers

"

The salary support has helped to accelerate our expansion plans. The invaluable training materials are very informative, and allow my staff to think about various possible scenarios in the workplace.

Alice Wee

Executive Director, Wine Clique Pte. Ltd.

"

Our employees applied the concepts from the classroom training to transform and digitize our supply chain processes to great effect. As a company of over 26 years in oil and gas equipment trading, it is very timely that we get this opportunity to understand and implement industry best practices in today's digital age.

Wilson Chong

Manager, Wah Kee Marine Supplies Pte. Ltd.