Heicoders Academy provides high quality tech education to prepare our students for the most in-demand job in the industry. Our courses are developed and delivered by industry experts who have studied in some of the best STEM universities and work with... Read More some of the best companies in the world, including in Silicon Valley.
Our courses are subsidised by the Singapore Government, and as such Singapore citizens & permanent residents who meet certain eligibility criteria will receive a subsidy for their course.
Artificial Intelligence Track (4 courses):
- AI100: Python Programming & Data Visualisation
- AI200: Data Analytics
- AI300: Applied Machine Learning
- AI400: Deep Learning & Database Management
The 4 courses in the Artificial Intelligence track are designed to progressively transform beginners with zero-experience in programming and data science into AI professionals. What is unique about our course is that our materials are threaded with interesting case studies and projects that counts towards student's digital portfolio. Additionally, we have weaved in many gamification elements to keep help students maintain their motivation and drive to learn.
In AI100, students will gain mastery of python programming and gain an intuition on how to apply python in solving analytical queries. Additionally, students will learn how to implement the basic suite of visualisations and even learn how to create a heatmap.
In AI200, students will learn about the key tools in python that are used in data analytics. Students will gain mastery of data cleaning and data wrangling. They will also learn about advanced visualisation, web scraping, regression and classification models through a wide range of projects.
In AI300 and AI400, students will deep dive into predictive models. Specifically they will learn about features engineering and hyperparameter tyning to improve the performance of models. For AI400, the focus will be on deep learning models as well as database management.
Through our 4 course track, students would be able to build an end-to-end data pipeline that is able to meet the industry requirements.
Subjects: Database Management, Python, Machine Learning, Artificial Intelligence (AI), Data Analytics, Data Visualization
I was impressed with how clearly our instructors, Min Yan and Yu Ning, explained concepts clearly and made sure we understood the "why" behind the "how". Outside of class, assignments and the Kaggle competition reinforced our practical understanding through... Read More case studies. Overall, the AI200 course was a great introduction to the range of problems that machine learning can solve. If you're already familiar with Python programming, AI200 distinguishes itself by assuming basic working knowledge of Python so you can spend more time learning new material. If you're new to Python, you can look into Heicoders Academy's AI100 course, which covers the prerequisites.
I attended the AI100 course. The instructor (Wei Chen) and notes from Heicoders Academy were very detailed and helpful in understanding the concepts introduced. He took the time to explain systematically how each function or code work. Explanations were... Read More structured and informative. Additionally the assignments given aided in better understanding and applying the concepts learnt. The assignments given were also relevant to real life application as datasets used were from Singapore context. Highly recommend AI100!
I have done several online courses previously, but Heicoders Academy's course was the one I enjoyed and understood well. I did the AI100 course, which had a lot of hands on exercises, homework and a small visualization project. Signed up for the AI200... Read More and looking forward to that as well. Can't comment on Job Support score, as I'm still studying and it's probably too early assess the academy and the team on that category.
"Practical & hands-on, highly recommended for those who aspire to actually practise data science"
Heicoders excels at providing students with a glimpse and simulated experience of what data science practitioners do and the latest models they use, warts and all. Most of the mathematical jargon has been stripped away to focus on how best to implement... Read More the various ML models, many of them cutting-edge and best-in-class. Instead of spending time on theory, the curriculum discusses the ML models' motivation and intuition, emphasising their strengths, weaknesses, tips and pitfalls. It's very much a practical and hands-on course, at times equally challenging and satisfying. Plus the teaching team (instructor + TAs) are prompt and supportive in helping us with assignments and course materials, and other troubleshooting.
"One of the Best Machine Learning Courses - Great ROI"
I recently finished the fast-tracked AI200 course provided by Heicoders Academy, and I can say with confidence that I've learned much more these past 2 weeks than from any "Machin Learning (ML) Course" that I've taken thus far. It has given me a good... Read More foundation into several ML libraries used and the fundamental functions of each. One thing that really stuck with me was the emphasis on problem solving skills rather than just knowledge of the different libraries. Lead Instructor Min Yan used the example that if there was a "one-size-fits-all" model, then ML Engineers wouldn't be in demand - the company just needs that one model for everything. ML Engineers are there not only to implement programs, but use their knowledge to figure out which models are the best to apply. I would wholly recommend this course to anyone interested in Machine Learning as I believe it is one of the rare courses out there that gives the most bang for one's buck.
"Comprehensive and hands on approach to learning Machine Learning"
I learnt a lot about what goes behind Machine Learning Models, initially when I first started machine learning I though it was all about what models are better. But through this course I learnt that there is so much more to machine learning such as Feature... Read More Engineering and the evaluation methods behind your features. The capstone project was challenging but at the same time it really formed a big part of my growth during the course. Thanks Heicoders!
"Excellent beginner course to machine learning even for non-techie"
An excellent course that provides a layman intuition of how machine learning models works, and how to apply and choose the relevant models to different problems from regression to clustering. The course has plenty of hands-on opportunities for me to apply... Read More what I have learnt in coding exercises and Kaggle prediction challenge. Furthermore, the instructor often provides practical examples of how machine learning is being used in the industry which could spark ideas that could be relevant to your workplace. Definitely would recommend the course to any beginner would like to learn more about machine learning.
I've attended both AI100 and AI200 courses. The instructors and TAs are very knowledgeable and helpful . The course material is very concise and comprehensive. It has been a very steep learning curve for me, I'm really surprised and happy with the progress... Read More I've made by the end of the courses. Highly recommend!!
I like how structured and informative the curriculum is. The instructor Min Yan and David are very passionate about data science and are willing to share resources and real-industry application. They are willing to take extra time outside of the classes... Read More to help us to better understand data science content. I highly recommend anyone who want to kickstart their data analytics/science journey, it will accelerate your learning! Best course I have ever attended, the instructors really care about your learning progress.
Well structured course content for ppl with limited background Excellent content delivery by the tutor (Wei Chen) Prompt and fast response from TA team (esp David) Its structure in a way that you can follow the lessons and concept without any coding background.... Read More