Certified Machine Learning Expert (CMLE) - Self-paced Learning (4 Weeks)
Details
- Duration: 3 Days / 24 Hours
- Certification: Participants will receive a Certificate of Competency upon completing the course and passing the examination
Course Objective
- Acquire advanced knowledge on how to use ChatGPT x Python Programming to apply powerful Artificial Intelligence / Machine Learning techniques to gain real-world insight.
- Learn how to apply Artificial Intelligence / Machine Learning techniques to analyze and organize patterns, trends, and data to make accurate real-world predictions.
Examination
- Participants are required to attempt an examination upon completion of the course. This exam tests a candidate’s knowledge and skills related to Artificial Intelligence, Machine Learning, and Python Programming based on the syllabus covered
- Participants are expected to score a minimum of 70% to pass the examination
Outline
- What is Artificial Intelligence (AI)?
- Concepts of Machine Learning
- Data and Machine Learning
- Real-World Applications of Machine Learning
- How Machine Learning Works
- ChatGPT, Gen AI and the Future of Machine Learning
- Data and Data Types
- Deep Dive into Python Programming
- Variables and Operators in Python Programming
- Data Vectors and Data Frames
- Reading and Writing Data Files to Python
- Communicating with Database via Python
- Executing SQL Using Python
- Joining Structured & Semi Structured Data with Python
- Big Data Concepts & Application of Python
- Introduction to Exploratory Data Analysis
- Data Visualization using Python Matplotlib and Seaborn
- Plotting, Charting, and Data Representation
- Bar Chart, Pie Chart, Trend Chart
- Creating an Histogram
- Understanding the Application of Box Plot
- Scattered Plot and Correlations
- Introduction to Classification in Machine Learning and Its Application
- Supervised vs. Unsupervised Classification
- Deploying Classification Models Using ChatGPT x Python
- What is Decision Tree Classification?
- Random Forest Classification
- Naive Bayes Classificaiton
- Support Vector Machine (SVM) Classification
- What is Regression Modelling?
- Different Stages of Modelling
- Deployment of Regression Models using ChatGPT x Python
- Simple Linear Regression
- Multiple Linear Regression
- Refining the Model
- Model Validation and Prediction
- Logistic Regression
- Evaluating Logistic Regression Using Confusion Matrix
- Introduction to Association Rules
- What is Market Basket Analysis (MBA)?
- Concepts of Support, Confidence, and Lift
- Techniques of Association
- Application of Association
- Deep Dive into Unsupervised Learning Models
- Deploying Clustering Models using ChatGPT x Python
- Introduction to Cluster Analysis
- Hierarchical Clustering vs. K-Means Clustering
- Model Evaluation and Comparison
- Parameters to Evaluate the Model Accuracy
- Selection of Right Parameters for a Model
- Using ChatGPT x Python to Determine the Right Evaluation Model
- Understanding the Learning Representation of Data
- Fundamentals of Deep Learning
- How does Deep Learning Works
- Deep Learning and Its Application
- Gen AI, Neural Network, Natural Language Processing (NLP), Large Language Models (LLM)
Speaker/s
“The duty of helping one’s self in the highest sense involves helping of one’s neighbours” – Samuel Smiles
Based in Singapore, CASUGOL is an international certification body offering a wide-range of professional training and certification programs designed for all industries and verticals.
Participants attending our programs will develop the skills and knowledge in their chosen area of professional, personal or academic interest. Programs are constantly reviewed by educators who are industry experts in their chosen field to ensure that they remain current, relevant and consistently high quality.
CASUGOL strives to be a contemporary international neighbourhood where individuals gather to learn, be inspired, share ideas, knowledge, and resources to acquire all that necessary to pursue and advance in a career of their passion. Training and certification programs are also being offered in Malaysia, India, Philippines, Singapore, Vietnam, Australia, Nigeria, South Africa, and Uganda through global Certified Training Partner (CTP) network.
Empowering people to be their best by making education, knowledge, and resources accessible has always been our commitment. With programs that cover a diverse range of interests, participants can certainly learn update their knowledge, gain new skills, or unleash their creativity. ...
