Course Details
Course Details
What You'll Learn
Topic 1: Data Preparation
- Data Analytics with Pandas
- Pandas DataFrame and Series
- Import and Export Data
- Filter and Slice Data
- Clean Data
Topic 2: Data Transformation
- Join Data
- Transform Data
- Aggregate Data
Topic 3: Data Visualization
- Data Visualization with Matplotlib and Seaborn
- Visualize Statistical Relationships with Scatter Plot
- Visualize Categorical Data with Bar Plot
- Visualize Correlation with Pair Plot and Heatmap
- Visualize Linear Relationships with Regression
Topic 4: Data Analysis
- Statistical Data Analysis
- Time Series Analysis
Topic 5: Advanced Data Analytics
- Data Piping
- Groupby and Apply Custom Functions
- Linear Regression
Course Info
Promotion Code
Your will get 10% discount voucher for 2nd course onwards if you write us a Google review.
Minimum Entry Requirement
Knowledge and Skills
- Able to operate using computer functions
- Minimum 3 GCE ‘O’ Levels Passes including English or WPL Level 5 (Average of Reading, Listening, Speaking & Writing Scores)
Attitude
- Positive Learning Attitude
- Enthusiastic Learner
Experience
- Minimum of 1 year of working experience.
Target Age Group: 21-65 years old
Minimum Software/Hardware Requirement
Software:
Download and Install the following software
Sign up free Google Colab account
Hardware: Window or Mac Laptops
Job Roles
Job Roles
- Aspiring Software Developer
- Data Analyst
- Web Developer
- Automation Engineer
- Data Scientist
- System Administrator
- Bioinformatics Specialist
- Research Scientist
- Finance Professional
- Machine Learning Enthusiast
- GIS (Geographic Information System) Specialist
- IT Consultant
- Network Engineer
- Database Administrator
- Tech Entrepreneur.
Trainers
Trainers
Dr. Alfred Ang is the founder of Tertiary Courses. He is a serial entrepreneur. He founded OSWeb2Design Singapore Pte Ltd in 2007 offering web development, e-commerce store development, graphics design, ebook publishing, mobile apps development, and digital marketing services. He established the first online gardening store in Singapore, Eco City Hydroponics Pte Ltd in 2000, offering a wide range of gardening products such as seeds, plant nutrients, hydroponics kits etc. Eco City Hydroponics has become the most popular and successful gardening store in Singapore. He founded Tertiary Infotech Pte Ltd in 2012 and transformed the business to a training platform, Tertiary Courses in 2014. Tertiary Courses offers a wide range of SkillsFuture courses for PMETs to upgrade their skills and knowledge. He also established Tertiary Courses Malaysia in 2016. He also founded Tertiary Robotics in 2015 offering Arduino, Raspberry Pi, Microbit and Robotics products
Dr. Alfred Ang earned his Ph.D. from National University of Singapore in 2000, majoring in Electrical and Electronics Engineering. He also completed an online MBA course with U21 Global based in Australia. He obtained his B.Sc (Hons) from National University of Singapore in 1992, majoring in Physics. He topped his Physics cohort for 3 consecutive years and funded his degree study with Book price, awards and tuition. He has worked in Defence, Electronics and Semiconductor Industries. His current interests include Machine Learning, Deep Learning, Artificial Intelligence, Internet of Things, Robotics and Programming.
Dr. Alfred Ang is a ACTA certified trainer. He was Distinguished Toastmasters (DTM) and Senior Member of IEEE. He has published more than 20 peer reviewed papers and co-inventors for more than 20 inventions.
Review
Customer Reviews (67)
- Excellent training that bridges technical skills and real-world application Review by Course Participant/Trainee
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Just wrapped up Alvin's Python for Data Analytics training at LTA, and the experience far exceeded what I expected. What sets Alvin apart is how he bridges technical concepts with real-world praxis — every Pandas operation, every cleaning technique, every visualisation choice came with a clear "this is why it matters in your work". He has that rare ability to translate data science theory into practical capability, which is exactly what a working professional needs. The sessions were also a great way to start building a data-driven learning culture within our team. Alvin and I have kept the conversation going on learning agility and embedding these practices into our day-to-day work — that continued exchange is itself a mark of a trainer who genuinely cares. Strongly recommend Alvin to anyone looking to make Python and data analytics truly applicable, not just academic. (Posted on 7/5/2026)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Test Review by Course Participant/Trainee
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Test detail (Posted on 7/5/2026)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - will recommend Review by Course Participant/Trainee
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. (Posted on 7/8/2024)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - will recommend Review by Course Participant/Trainee
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To have this course over 3 days1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment
Trainer Terence is very patient and very approachable, even though we do not have basic knowledge in python, he is willing to go to the extra miles and answer our questions about basic python and gave a lot of practical applications suggestions in the real world which i find it particularly useful. I felt that his class has really value added as he introduced a lot of additional resources for us to read more about Python. He even stayed back without having dinner to go through with us individually which i find very helpful in helping me to learn from mistake. (Posted on 12/6/2020) - might recommend Review by Course Participant/Trainee
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Teach more in-depth and longer duration (Posted on 3/6/2020)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment
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