Description
- Duration: 5 Day / 40 Hours
- Certification: Participants will receive a Certificate of Competency upon successfully completing the course and passing the examination
- Who Should Attend: IT, Data, Data Managers, Data Analytics, Statistic, software developers and anyone seeking to acquire advanced knowledge on Applied artificial Intelligence.
Course Objective
Acquiring advanced knowledge and skills on artificial intelligence and its application.
Learn how to use Python Programming language for Machine Learning, Deep Learning, Natural Language Processing (NLP) and basic computer vision.
Pre-Requisite
No pre-requisite. Certified Applied AI Professional (CAAI) is suitable for anyone who is interested in Applied Artificial Intelligence and does not have any prior technological experience
Examination
Participants are required to attempt an examination upon completion of course. This exam tests a candidate’s knowledge and skills related to Applied Artificial Intelligence based on the syllabus covered
Technology-Based Training |
Open-Source Tools |
80% Hands-On and Real-Case Discussion / 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 Participants Say
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! Great courses giving the most important material Briefly - great teacher, great course. That was a fun and interesting experience! 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! 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. Thank you very much Dwayne for the interesting knowledge sharing during the 4-day Data Governance training. 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
recommended course for digital transformation BIBIANA PEREZ RIOS CORDOBA
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
Los cursos impartidos son accesibles en cuanto a tiempo y dinero. Los profesores claramente son unos profesionales en su área, tienen mucha paciencia y nos apoyan en cuanto surge una duda, sin importar la hora en la que preguntas. Cuentan con los recursos necesarios para poder impartir cualquier tipo de curso relacionado con la programación. Los recomiendo... LUIS ALBERTO VARGAS AGUILAR
You will learn on Digital Transformation very interesting and educational. Trainer is very knowledgeable and the course is very relevant to real world applications Excellent knowledge of trainer, simplicity of presentation and very very engaging course. Great and simple course contents Course is well structured and very informative This 4-day course has been tremendously helpful and insightful. I started from near zero knowledge but with my lecturer, Mr Dwayne Ong's patience and ability to make me comfortable, I have come to appreciate Python programming and its capabilities. I look forward to learning more through practice in future with Casugol's help. Course is well structured with wonderful insights from both trainers and international participants I thoroughly enjoyed the workshop and likely to attend more courses in the future. Learned a lot from the course and it is enjoyable. This is a God-sent Data Science course provider. Dwayne has been very accommodating and very professional. I will definitely continue my Data Science journey with Casugol. Ahmed Salleh Mohamed Bashar
Excellent course by Dwayne. Very professional, collaborative and spot on pace and contents. Kudos to Dwayne and CASUGOL team. Looking forward for other upcoming courses. Lots of information and inout during training Very interactive training. Very helpful Professional training with good content Mr. Dwanye is very friendly and encourages the participants to actively participate in the course. He's very knowledgeable and was able to answer any questions that were posed by the class. He also took his time to explain concepts that were foreign to the class. Would definitely recommend to individuals who would like to expand their scope of skills in python. Great course! Great trainer (Dwayne)! I learned a lot of stuff which is very useful at work. Dwayne made the sessions very engaging which kept me more interested! Great Job! Learned a lot from the course. Thanks so much to our trainer Dwayne for always checking with us if we really understand and also patiently answering our questions 🙂 Mr Dwayne is Great Passionate Speaker! Excellent Great training by Dwayne! He made all the participants feel at ease and comfortable to share their views and opinions. Syllabus covered was also very relevant and up to date with the latest technology trends. Kudos to the CASUGOL team for great delivery! Muhammad Asyraf Mohammad Naim
Dwayne is an expert in Digital Transformation and all the knowledge shared is very helpful for me to implement at my organisation. Attended a course with Casugol, and Dwayne is great at explaining, plus, he is patient with the explanations. It's really worth it to attend Data Analytics Essential course. So many things I've learned. Really useful for my work I learned a lot from the course, especially on the Digital Transformation Framework, which helped to focus on what needs to be prepared and managed to implementing a successful digital transformation within organizations. From the 3 courses i attended so far, I find them to be very engaging and informative. Highly recommend. I gain great understanding on how to be a digital transformation professional and doing it step by step. Mandeep Chahal (M20AIE248)
We had an in-depth training session by our trainer (Mr Dyawne Ong) on Digital Transformation Framework. Excellent training material, communication and analysis delivered throughout the 3 days training period. I would like to share knowledge gain from this session to others due to tremendously facts and objective The training course is helpful for my job Enjoyable training experiences Great session ! Full of knowledge. Fun way in gain knowledge Experienced trainer and capable to provide consultation during training services Interactive and lively session Well-organized and interactive training Good training. Good trainer. Good content. Good interaction Very informative and engaging training sessions provided Casugol delivers top quality python courses which are for all levels, and they are willing to go the extra mile to help individual candidates in their learning journey. Highly recommended !!! Took the training Python Programming Essentials and learned a lot from it.. Carmen Marie Vergel De Dios (Meng)
Thank you for the great experience and instruction during the course. Very good training and will recommend to my management and colleagues to attend this training Great sharing on Digital Transformation Courses. Khóa học chuyên nghiệp và chất lượng. Là đơn vị uy tín cho bất kỳ ai muốn trở thành chuyên gia Chuyển đổi số! Thanks Dwayne for the good training on overall Data Transformation Materinya lengkap dan berkualitas. Cara pegajaran baik sehingga mudah dimengerti The Future Tech: Women in Tech 2021 was a great conference that showcased numerous women making waves within the tech industry throughout the world. I really enjoyed this event. Thulasyammal Ramiah Pillai
The training is clearly defined, organized, easy to follow, and relevant to me and I am sure that the training experience will be useful in my job.Mr Dwayne Ong is an expert, he is very ready in training and of course provides individual assistance when needed.I'm excited to be part of the training at Casugol 🙂 In Casugol I had a comfortable learning experience, even though the class was online but I still got detailed programming techniques, communicative and comfortable learning . thank you casugol I Attended Advanced Python Programming Professional course, it well covered of theories and technical skills, and plus point is course instructor very kind in giving essential information and his experience, he'd demostrated and explained to us in ML Logistic Regression as an extra before the training ending. I gains a lot! thanks! It is a good course to gain a good understanding of what is machine learning. Although rather technical, course instructor was able to simplify the concepts for the participants to understand. Also reasonably priced. I have had some very interesting experiences with Casugol and in particular the presentation sessions with Dwayne Ong, the CEO of Casugol. His session with Taylors University students had been very refreshing from the viewpoint of sharing industry knowledge and enlightening students and exposing them to experiences that they may not get from a classroom setting. Dwayne Ong has been an avid knowledge sharing expert in all his sessions. I would certainly recommend all educational institutions to seek the expert guidance of one of our most cherished exponent of Digital Transformation and advocate of knowledge for everyone. Good thing about the certifications, it never expires. I attended the online conference today. I came to know this conference from Mr. Jovan Hutton Pulitzer's Telegram. Not only Jovan but also other speakers were so inspiring.(by Maeko Ushiro) This WIT conference was very professional and well put together! I enjoyed being a part of this and would recommend attendance for this to anyone in this industry to both learn and provide assistance with higher education.. Future Tech: Women in Tech 2021 was an excellent virtual event that brought professional speakers from all around the world. Casugol created a platform to showcase the women talents and skills in STEM that many have benefitted. Well Done!! Glad that I have attended Dwayne class on Python. Great delivery of course content. Clear, systematic approach to deliver the online course. Python Programming Essentials training was good. Well balance content with the right amount of essential details and plenty of hands-on activities to grasp the essential concept. Dwayne is a very good and patient instructor. You will not regret taking up his course. Course content is definitely good and he carries out the lessons conducively. Thumb up to Casugol! Dwayne was very attentive to the needs of the speakers running up to the seminar, so there was a level of comfort about everything working as intended. It must have been a huge challenge to bring together a diverse range of speakers on different topics and he did this very well. He also facilitated the sessions very well. Thank you Dwane! It was a very insightful presentation. I look forward to join your next sharing session! Thank you for the invitation to be one of the speakers for Breakfast: Upgrade! Its a privilege to share about ASEAN Business Youth Association to the youths. Overall, great initiative by Casugol where people can learn from professionals and experts - I had a great time learning from other speakers as well. Incredible team in CASUGOL. Very interesting talk today in the Breakfast Upgrade!!! It has been good 2.5 days experience with Dwayne. The cases brought up were valid and up to date as in the market. I would like to here more on the upcoming event especially on the sharing sessions as well networking. Thank you. The CDTP course with Casugol was an enriching experience- Dwayne Ong was sharing a lot of real time case studies for us to understand the fundamentals of Digital Transformation. I would rate this as one of the best courses for people looking to gain an overall understanding of Digital Transformation Dr. Sundar Thiagarajan, Ph.D.
Had a great time learning python coding. Looking forward to my python journey in data science! Thanks Dwayne! Very professional and knowledgeable trainer! Thanks Dwayne! for sharing your personal industry experience in addition to the theoretical aspect of Digital Transformation! This is a strategy course. I believe many of my scientist colleagues are not really aware of it before hand.However, the contents of the course is very much in sharing of experiences through guided syllabus, and not dwell too deep into technical know how or business approaches.I feel the course is suitable for attendees who would like to have a good understanding on Digital Transformation. superb conference! I must share this with my networks. Keep up the good work Dwayne. To attract more participants, come up with latest ideas/topics. Thank you. 
Module 1
Introduction to Applied Artificial Intelligence
Topics Covered
- What is Applied Artificial Intelligence?
- Understanding the Concepts of Artificial Intelligence
- Real World Applications of Applied Artificial Intelligence
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- Relationship Between Data Science and Artificial Intelligence
- Introduction to Machine Learning, Deep Learning, and Neural Networks
- Data Management and Governance for Artificial Intelligence
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Module 2
Deep Dive into Python Programming for Applied Artificial Intelligence
Topics Covered
- Introduction to Python Editors and IDE
- Basic Programming Rules in Python
- Understanding Variables in Python – Integers, Float, and Strings
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- Conditional Operators and Control Loops in Python – If, Else if, For, While
- Introduction to List (Array) and Dictionary Comprehension in Python
- Packages / Libraries in Python for Artificial Intelligence – NumPy, Pandas, SciPy, Scikit-Learn, MatPlotLib
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Module 3
Data Pre-processing and Cleaning for Applied Artificial Intelligence
Topics Covered
- Understanding the Different Types of Data
- Reading and Writing of Data from Various Sources
- Data Preparation for Pre-processing and Cleaning
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- Techniques to Data Manipulation using Python Tools
- Data Formatting, Normalization and Data Encoding
- Cleaning Techniques to Remove Extraneous Information
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Module 4
Machine Learning Regression, Classification and Clustering Techniques
Topics Covered
- Introduction to Regression Modelling
- What is a Linear Regression Model, Multiple Linear Regression Model and Logistic Regression Model
- Model Validation, Prediction and Refining of Regression Models
- Key Components of Classification Models in Machine Learning
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- Difference Between Supervised vs. Unsupervised Classification
- Classification Techniques – Decision Tree Classification, Random Forest Classification, and Naïve Bayes Classification
- What is Clustering Analysis
- Introduction to K-Means Clustering and Hierarchical Clustering
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Module 5
Deep Learning Techniques in Applied Artificial Intelligence
Topics Covered
- Introduction to Deep Learning
- Common Deep Learning Algorithms – MLP, BM, RBM, DBN, Autoencoders
- Neural Networks in Deep Learning
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- The main characteristics of Neural Networks
- Introduction to Python TensorFlow and Keras for Deep Learning
- Developing a Multilayer Perceptron (MLP), Convolutional Neural Network (CNN), and Recurrent Neural Network (RNN)
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Module 6
Natural Language Processing (NLP) in Applied Artificial Intelligence
Topics Covered
- What is Natural Language Processing (NLP)
- Text Pre-processing for Natural Language Processing (NLP)
- Understanding Recurrent Neural Networks
- What is a First Recurrent Baseline?
- Using Recurrent Dropout to Fight Overfitting
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- Stacking Recurrent Layers
- Using Bidirectional RNNs
- Understanding 1D Convolution for Sequence Data
- Combing CNNs and RNNs to Process Long Sequences
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Module 7
Computer Vision (CV) in Applied Artificial Intelligence
Topics Covered
- Introduction to Computer Vision in Applied Artificial Intelligence
- What is Convnets in Computer Vision
- Understanding Convolution Operation and Max Pooling Operation
- Training a Convnet on a Small Dataset
- Understanding the Relevance of Deep Learning for Small-Data Problems
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- Downloading the Data and Building the Network
- Data Pre-processing and Data Augmentation
- Visualizing Intermediate Activations
- Visualizing Convnet Filters
- Visualizing Heatmaps of Class Activation
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Certified Applied AI Professional (CAAI) involves extensive practical / hands-on exercises, rigorous usage of real-time case studies, role playing and group discussion
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