Certified Machine Learning Expert (CMLE) Using ChatGPT x Python

Certified Machine Learning Expert (CMLE) Using ChatGPT x Python


Machine Learning is revolutionizing the world by allowing computers to learn as they progress forward with large data sets, overwriting overcoming all programming pitfalls and impasses. Machine Learning builds algorithms, which when exposed to high volumes of data, can self-teach and evolve.

When this technology powers Artificial Intelligence (AI) applications, the combination can be powerful. Smart robots can already be found around us doing all our jobs with more speed and accuracy, and continuously improving themselves at every step.






Certified Machine Learning Expert (CMLE) using ChatGPT x Python

$385.00

Course Fee is in Singapore Dollars (SGD)

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Description

  • Duration: 4 Day / 32 Hours

  • Certification: Participants will receive a Certificate of Competency upon successfully completing the course and passing the examination

  • Who Should Attend: Data Analyst, Finance Analyst, HR Analyst, System Analyst, IT Professionals, Software Engineer, CIO, or Anyone who are interested in pursuing a career in the areas of Artificial Intelligence / Machine Learning
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.

Pre-Requisite

No pre-requisite. Certified Machine Learning Expert (CMLE) is suitable for everyone.


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 and Machine Learning based on the syllabus covered

Participants are expected to score a minimum of 70% to pass the examination

Course Outline


Module 1
Introduction to AI and Machine Learning

Artificial Intelligence (AI) and Machine Learning (ML) are two closely related fields of computer science that focus on creating intelligent machines and developing algorithms that can learn from data and make predictions or decisions.

Topics Covered

  • What is Artificial Intelligence (AI)
  • Concepts of machine learning
  • Data and machine learning
  • Real world applications of machine learning
  • How machine learning works
  • ChatGPT and the Future of Machine Learning

Module 2
Data Structures & Managing Data Using Python

Python provides a rich set of data structures and libraries for managing and processing data. This makes it a popular choice for data science and machine learning applications. In this module, participants will gain first hand experience on the essential components required for any machine learning application.

Topics Covered

  • Data and Data Types
  • Deep Dive into Python
  • Data Types
  • Variable Operators in Python
  • 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

Module 3
Exploring Data Using Python

One of the most commonly used libraries for data exploration is Pandas, which provides a high-performance data manipulation and analysis toolset. Pandas allows for easy data cleaning, merging, filtering, and grouping, and provides tools for creating visualizations such as histograms, scatterplots, and heatmaps.

Topics Covered

  • Bar Chart
  • Pie Chart
  • Trend Chart
  • Histogram
  • Box Plot
  • Scattered Plot & Correlation
  • Other Chart

Module 4
Basic Classification Models & Techniques

Python is a powerful tool for implementing basic classification models and techniques, and with the help of ChatGPT, users can get personalized guidance and support in their machine learning journey.

Topics Covered

  • Concept of Classification
  • Supervised and Unsupervised Classification
  • Decision Tree Classification
  • Deploying Classification Using ChatGPT x Python
  • Random Forest Classification
  • Naive Bayes Classification
  • Support Vector Machine

Module 5
Regression Methods and Forecasting

Scikit-learn is a popular library for regression analysis in Python, providing algorithms such as linear regression, logistic regression, and support vector regression. Together with ChatGPT, users can identify insights and best practices on data preparation, feature engineering, and performance evaluation, enabling users to build accurate and effective regression and forecasting models.

Topics Covered

  • Concept of Regression Modelling
  • Modelling Stages
  • Simple linear Regression
  • Multiple Linear Regression
  • Deploying Regression Models Using ChatGPT x Python
  • Refining the Model
  • Model Validation and Prediction
  • Logistic Regression

Module 6
Finding Data Patterns Using Association Rules

Association rule mining is a popular technique for discovering patterns and relationships in large datasets. Python provides several libraries for implementing association rule mining.

Topics Covered

  • Concepts of Association Rules
  • Market Basket Analysis (MBA)
  • Support, Confidence & Lift
  • Other Techniques of Association
  • Application of Association

Module 7
K-Means Clustering

K-Means clustering is a widely used technique in machine learning for grouping data into clusters based on similarity. In this module, participants will learn how to use Python and Chatgpt to receive personalized guidance on selecting the appropriate clustering algorithms and libraries for their specific tasks, and learn how to fine-tune the hyperparameters of the algorithms for optimal performance.

Topics Covered

  • Introduction to Unsupervised Learning Models
  • Deploying Clustering Models using ChatGPT x Python Programming
  • Cluster Analysis
  • Hierarchical Clustering
  • K-Means Clustering

Module 8
Evaluating and Improving Model Performance

Acquire knowledge on how to use Python and its libraries to Evaluate and improve model performance is a critical step in machine learning, as it helps to ensure that models are accurate and effective.

Topics Covered

  • Model Evaluation and Comparison
  • Parameters to Evaluate the Model Accuracy
  • Selection of Right Parameters for a Model

Module 9
Evaluating and Improving Model Performance

Deep learning has revolutionized the field of machine learning, enabling the development of highly accurate and complex models that can learn from large amounts of data.ChatGPT can also provide insights and best practices on data preparation, feature engineering, and evaluation metrics, enabling users to build accurate and effective deep learning models.

Topics Covered

  • Understanding Learning Representation of Data
  • Fundamentals of Deep Learning
  • How Deep Learning Works
  • Deep Learning and Its Application
  • Future of Deep Learning
  • Deep Learning in the world of ChatGPT

Certified Machine Learning Expert (CMLE) involves rigorous usage of real-time case studies, hands-on exercises and group discussion

Some Reasons Why Learners Choose CASUGOL

  • International Certification Body

  • Presence in 38 Countries

  • Developed by Industry Experts

  • More than 42,000 professionals passed through our education system

  • Flexible program design for all individuals

  • Learn from internationally renowned leading industry experts, academics, and researchers

  • Support for participants during and after training

  • Enhance competency of workforce and improve individual career prospect

  • Customization of programs for specific industry, organization, government agencies, statutory boards

  • Learn in a highly interactive, supportive and encouraging environment

  • Regular invitation to attend courses / workshops / seminars / events at complimentary rate


Individual or Self-Sponsored Learners

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  • STEP FIVE: In the Checkout page, complete the Billing Details and click on Place Order


For corporate-sponsored participants, batch registration, or any questions on the course
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Certificate Verification

All certificates issued by CASUGOL are to individuals who have successfully completed CASUGOL Certification Programs / Executive Workshops and have fulfilled all requirements by demonstrating proficiency in applying the knowledge and skills acquired.

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What You Can Expect




Technology-Based Training



Open-Source Tools



80% Hands-On Exercises / 20% Theory



Designed by Industry Leaders and Subject-Matter Experts



Progressive Learning



Highly interactive, supportive and encouraging



Be recognized as a CASUGOL Certified Professional



What Learners Say

Trainer (Dwayne) is able to make the very tough AI topics and scripts easy to understand conceptually. Very helpful, patient, personalised, and generous with his participants.
Raymond Fong
Raymond Fong
Practical lessons that can be utilized immediately.
William Ho
William Ho
Nguyễn Kiều Hải
Nguyễn Kiều Hải
Khóa học đã cung cấp cho tôi kiến thức cơ bản để tiếp tục nghiên cứu sâu hơn, phục vụ công việc của mình.Cảm ơn Mr. Dwayne Ong và các cộng sự tại Casugol.
Ha Nguyen Huu Trung
Ha Nguyen Huu Trung
i really enjoy the course! Mr.Dwayne is so good in explainaing all question and give so much real case for better understanding.
Missfarah Dilla
Missfarah Dilla
Very relevant to my work scope and very essential to build fundamental of data management. Course was easy to understand as many useful hands-on were provided followed up by very engaging discussion session.
Nurul Izzati Mohtar
Nurul Izzati Mohtar
Interesting & beneficial session on data governance. The trainer was really good.
Ratna Wii
Ratna Wii
Easy to understand how trainer explain
Idayu Yusof
Idayu Yusof
amiera yusoff
amiera yusoff
Well experiences trainer and learn real industry practices
Mohd Faizal Mohd Ali
Mohd Faizal Mohd Ali
The on-training exercises that are conducted during the training are engaging and help in applying the theoretical information that is been learned. The speaker is also very friendly, knowledgeable and helpful!
Haziq Fitter
Haziq Fitter
Khairi Khalil
Khairi Khalil
Good trainer, would recommend
Hafiz Ariffin
Hafiz Ariffin
Very good course with a lot of dedicated instructor guidance, well worth your time to attend.
d j
d j
Lesson is beneficial and relavant for me. Best thing is it's in-person lesson and hands-on coding especially for a non-technical person like me!
Jmin Cho
Jmin Cho
Jason Yew Chang He
Jason Yew Chang He
It was a fruitful course! The trainer is very professional and the course has a lot of hands on practice.
Qian LI
Qian LI
Very concise training. Straight to the point. More room for improvement; more accurate and complete code in the pdf notes.
James Yen
James Yen
Excellent trainer. One of the best programming trainings I ever had.
Salvador MG
Salvador MG
A quick way to learn a relatively complex subject (Python).
Choon Aw
Choon Aw
Great sessions! Interactive class between instructor and participants.
Roland Chua
Roland Chua
Great and fruitful course, rich of useful information to road map a structured methodology for Digital transformation.
Osama Attawneh
Osama Attawneh
Claire Cacanindin
Claire Cacanindin
Emmanuel Caguimbal
Emmanuel Caguimbal
Casugol made python programming easy to learn 🙂 recommended to try out their courses!
Ricky Tan Yuan Sheng
Ricky Tan Yuan Sheng
Had a very good 3-days Python Programming Essential training session with Dwayne. While introducing the essence of Python Programming, the course also drills into the basic of programming which helps participant to build up a strong foundation. Thanks for the session.
Jeanne Teen (Jeanne)
Jeanne Teen (Jeanne)
Jizhou Yang
Jizhou Yang
Wilasinee Lerdrittipong
Wilasinee Lerdrittipong
Recomended
Vladimir Cvetinovski
Vladimir Cvetinovski
Tanapon Phenrat
Tanapon Phenrat
a helpful training by Dwayne!
Danial Iskandar
Danial Iskandar
It was very informative, full of knowledge and lots of wisdom that can be used in the workplace. It introduces practical approach in implementing design thinking to server customer very well. Thank you.
Lu Skywalk
Lu Skywalk
Jao Del Rosario
Jao Del Rosario
Thank you for sharing your knowledge in Data Analytics Essentials and facilitating the sessions for us here at DBS Cebu. The training was very engaging and Dwayne was willing to share his experiences and best practices.I recommend Dwayne and the CASUGOL team!
Jose Macasero
Jose Macasero
I had zero knowledge about python but I really enjoyed and learned a lot from the sessions. Dwayne is also making sure that he accommodates all our questions. The class was interactive and it was overall insightful. Looking forward to apply my learnings.
Denesse
Denesse
Nice!
Daniel Chris Moiket
Daniel Chris Moiket
It was a great pleasure to be trained by no less than Dwayne Ong himself. We've been looking for the right training provider here in Cebu for months since there are no provider that has the expertise and right credentials to provide the technical training for Data Analytics and Python. We are glad that we found Casugol. Dwayne did not disappoint. He has the expertise with the subject matter, his examples are customized to the need where the participants can relate. The class was also fun, not boring despite being a technical course. He also promote interactive discussion and we felt comfortable to share and ask questions. Looking forward for more partnership with Dwayne/ Casugol.
Ren Em
Ren Em
I attended the Data Analytics Essentials. It was a lean and efficient one. It has a clear course outline and has lots of hands-on exercises that are easy to understand. Dwayne our trainer is very knowledgeable on the course so it is easy to ask technical questions and layman term’s questions, for sure he can understand you. 🙂 Highly Recommended workshop!
Merlyn Villacorta
Merlyn Villacorta
Lejandro Juslin Casinto
Lejandro Juslin Casinto
Learning Python in CASUGOL make it easy by Sir Dwayne, thank you so much.
Philip Vincent Bascar
Philip Vincent Bascar
TM Schulz
TM Schulz
Salvador Roel Rubi
Salvador Roel Rubi
The content was organized and easy to follow! Great
Nabilah saifulbahrin
Nabilah saifulbahrin
DHAREN NACKEERAN
DHAREN NACKEERAN
Yeger Kiju
Yeger Kiju
Henry Chin
Henry Chin
李秋龙
李秋龙
Quyen Le Dang
Quyen Le Dang
Cường Bùi Hồng
Cường Bùi Hồng
fairulizan horian
fairulizan horian
Training CDTP
Ts. Mohd Nordin Salleh
Ts. Mohd Nordin Salleh
lots of new knowledge, big thanks to CASUGOL..!
ABDUL MANAN ABDUL LATIP
ABDUL MANAN ABDUL LATIP
More than the certification itself, it’s the learnings from colleagues and groupmates and how it was facilitated by Dwayne are the ones which are more rewarding. Dwayne has a wide range of experiences to share which I truly appreciate! Probably, one of the best training programs we have today!
John Gilbert Garcia
John Gilbert Garcia
Carlo Bernal
Carlo Bernal
Thank you for the awesome job sharing Digital Transformation and facilitating the sessions.The interactions were very insightful and fun, and tons of learning.3 days of training will not do justice to go through all the topics in depth, but Dwayne did his best and made sure to touch the most important ones. The collective sharing of inputs from the class made it even better. I recommend Dwayne and Casugo team!
Reggie Vallente (RDPS)
Reggie Vallente (RDPS)
Jocelyn Imperial
Jocelyn Imperial
Ernesto Manuel
Ernesto Manuel
Raul Raymond Kapuno
Raul Raymond Kapuno
Mylin Sumang
Mylin Sumang
Great course especially for quality practitioners or process improvement specialist who wish to convert there process to be digitally transformed 👍👍👍👍👍
Nikko Paolo Bautista
Nikko Paolo Bautista
The Digital Transformation Professional Certification is an enriching program. Dwayne is such an engaging and knowledgeable facilitator. The live program allowed valuable interaction and sharing from the participants adding immense learning to the well structured syllabus. No matter which stage of digital transformation your organization is in, you will learn very important concepts that are readily applicable to you. I particularly like the holistic Digital Transformation Framework which is often neglected.
Ricco Estanislao
Ricco Estanislao
It was fun taking the Certified Digital Transformation Professional. It was very engaging and inspiring that you would want to kickstart DX on your organization. It was made very clear that DX should be simple. Focus on the intent and objective and not the nice to have. Thanks Casugol for this.
Ellaine Kris Mendoza
Ellaine Kris Mendoza
Great training content and delivery!
Carl Dominick CALUB
Carl Dominick CALUB
Training was very engaging, Dwayne was very knowledgeable and always willing to share his experiences and best practices.
Ronan Verdejo
Ronan Verdejo
TEOH YAN QIN
TEOH YAN QIN
Good course. Very detail in explaining programming concepts.
cheng muon cheun
cheng muon cheun
Zega Rahmat
Zega Rahmat
The best pokok e
Frengky Leuape
Frengky Leuape
Was a fun learning session. Mentor was very patient as well and taught everyone until we understand
Ver off
Ver off
The PPE Class is systematical and easy to learn and understand
Andrianto Zhang
Andrianto Zhang
Taufik Faturrahman
Taufik Faturrahman
Excellent
Cathrine Naomi
Cathrine Naomi
Khe ben
Khe ben
Kiki Valentina sianturi (sianturi)
Kiki Valentina sianturi (sianturi)
Nice
cheng khai xean
cheng khai xean
I am attended Digital Transformation Professional online class which is give me astounding new skill and knowledge on how the digital transformation is good in the organization.Kudo's Dwayne and Team. Appreciate it!
izad rahman
izad rahman
Royyan Ammar
Royyan Ammar
Павло Криндач
Павло Криндач
Great courses giving the most important material
Volodia Motyka
Volodia Motyka
Briefly - great teacher, great course. That was a fun and interesting experience!
Ярослав Степаняк
Ярослав Степаняк
Very grateful to Dwayne and the team for providing us with an opportunity to learn new interesting stuff at a difficult time like this☺️ Best wishes from Ukraine!
Настя Личак
Настя Личак
eko budiharjo
eko budiharjo
Ahmad Mohd
Ahmad Mohd
Michael Tkachenko
Michael Tkachenko
The experience is good as the trainer is highly engaging and willing to attend to student who is in need of help when face with challenges to proceed with the exercises.
edward koh
edward koh
Thank you very much Dwayne for the interesting knowledge sharing during the 4-day Data Governance training.
Mad Yani
Mad Yani
This is my first experience attending Data Governance related courses. Found it informative. Have lots of actual example in getting started with DG and up to implementing the DG. The course material is very straight forward and the delivery of the course do full filled my learning objective.
Faroza binti Mohamed Sohor
Faroza binti Mohamed Sohor
Irfan Azhari Mohd Salleh
Irfan Azhari Mohd Salleh
recommended course for digital transformation
jodhi caster
jodhi caster
good session
Ee Seng Teo
Ee Seng Teo
Ghobi
Ghobi
Jia Wei
Jia Wei
Zhi Yu Lim
Zhi Yu Lim
Teo Chun Hau
Teo Chun Hau
BIBIANA PEREZ RIOS CORDOBA
BIBIANA PEREZ RIOS CORDOBA
FABIAN GAEL ARIAS JIMENEZ
FABIAN GAEL ARIAS JIMENEZ
The trainers are well prepared, they try to give you the information in a simple way to be able to understand all the topics, and if you don't understand something they spend their time until you can solve your doubts
JONATHAN DOMINGUEZ PATIÑO
JONATHAN DOMINGUEZ PATIÑO
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