Advanced Deep Learning Professional (ADLP)

Advanced Deep Learning Professional (ADLP)


Artificial intelligence has a wide range of uses in businesses. Studies have shown that Artificial Intelligence is expected to continue transforming businesses, enhancing business processes in every industry verticals.

Deep learning, an advanced artificial intelligence technique that relies on neural networks to engage in non-linear reasoning. Some examples of its application are in fraud detection and self-driving cars. It has promised to transform businesses due to its scalability and more detailed model. With its advanced prowess and independence, Deep Learning’s potential to remake and transform businesses are limitless.






Advanced Deep Learning Professional (ADLP)

$385.00

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Description

  • Duration: 3 Day / 24 Hours

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

  • Who Should Attend: Aspiring Artificial Intelligence professionals, Data Analyst, Computer Scientist, Programmers, and Anyone interested in pursuing a career in the areas of Artificial Intelligence and Deep Learning

Course Objective

Acquire the essential knowledge and technical skills on how manage and deploy Artificial Intelligence and Deep Learning in an organization.

Learn the Python Programming and its extensive libraries to develop the core components of Deep Learning, Computer Vision, Neural Network and Natural Language Processing (NLP) technologies

Pre-Requisite

It is recommended that participants have some prior experience in computer science or have successfully completed Certified Machine Learning Expert.

Examination

Participants are required to attempt an examination upon completion of course. This exam tests a candidate’s knowledge and skills related to Deep Learning and Python Programming based on the syllabus covered

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


Module 1
Introduction to Deep Learning

Topics Covered

  • What is Artificial Intelligence and Machine Learning?
  • Understanding Learning Representation of Data
  • Probabilistic Modeling
  • Kernel Methods
  • Decision trees, Random Forests, and Gradient Boosting Machines
  • Fundamentals of Deep Learning
  • Understanding Neural Networks
  • What Makes Deep Learning Different
  • Hardware, Data, and Algorithms of Deep Learning
  • How Deep Learning Works
  • Deep Learning and Its Application
  • Future of Deep Learning
Module 2
Data Representation in Neural Networks

Topics Covered

  • Scalars, Vectors, Matrices
  • 3D Tensors and higher-dimensional tensors
  • Key Attributes
  • Manipulating Tensors in Numpy
  • The Notion of Data Batch
  • Examples of Data Tensors
  • Vector Data
  • Timeseries Data or Sequence Data
  • Image and Video Data
Module 3
Neural Networks: Tensor Operations and Gradient-Based Operations

Topics Covered

  • Element-wise Operations
  • Broadcasting
  • Tensor Dot
  • Tensor Reshaping
  • Geometric Interpretation of Tensor Operations
  • Geometric Interpretation of Deep Learning
  • Introduction to Derivative
  • Derivative of a Tensor Operation: Gradient
  • Stochastic Gradient Descent
  • The Backpropagation Algorithm
Module 4
Getting Ready for Deep Learning and Structure of Neural Network

Topics Covered

  • Key Considerations
  • Setting up Jupyter Notebooks
  • Setting up of Keras
  • Deep Learning in a Cloud
  • Identifying the Best GPU for Deep Learning
  • What are the Layers for Deep Learning?
  • Neural Network Models
  • Core Elements to Configuring a Learning Process
  • Introduction to Keras, TensorFlow, Theano, and CNTK
  • Brief Overview of Keras
Module 5
Classification and Regression Models in Deep Learning

Topics Covered

  • Data preparation for Binary Classification
  • Building a Binary Classification Network
  • Validating Approach
  • Using a Trained Network to Generate Predictions on New Data
  • Data Preparation for Multi-Class Classification
  • Building Multi-Class Classification Network
  • Validating Approach
  • Generate Predictions on New Data for Regression Model
  • Alternative Ways to Handle Labels and Loss
  • Importance of Having Sufficiently Large Intermediate Layers
  • Preparing the Data
  • Building Network
  • Validating Approach using K-Fold Validation
Module 6
Deep Dive into Computer Vision (CV)

Topics Covered

  • Introduction to Convnets
  • Understanding Convolution Operation and Max Pooling Operation
  • Training a Convnet on a Small Dataset
  • Understanding the Relevance of Deep Learning for Small-Data Problems
  • Downloading the Data and Building the Network
  • Data Pre-processing and Data Augmentation
  • Visualizing Intermediate Activations
  • Visualizing Convnet Filters
  • Visualizing Heatmaps of Class Activation
Module 7
Deep Learning for Text and Sequences

Topics Covered

  • Encoding of Words or Characters
  • How is Word Embedding Being Used?
  • From Raw Text to Word Embeddings
  • Understanding Recurrent Neural Networks
  • What is LSTM and GRU Layers?
  • What is a First Recurrent Baseline
  • Using Recurrent Dropout to Fight Overfitting
  • Stacking Recurrent Layers
  • Using Bidirectional RNNs
  • Understanding 1D Convolution for Sequence Data
  • 1D Pooling for Sequence Data
  • Implementing a 1D Convnet
  • Combing CNNs and RNNs to Process Long Sequences

Advanced Deep Learning Professional (ADLP) 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

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.

Click below to verify certificate


Individual or Self-Sponsored Learners

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  • STEP TWO: Click on Add to Cart

  • STEP THREE: In the pop-up page, click on View Cart

  • STEP FOUR: In the Cart page, click on Proceed to Checkout

  • 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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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

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
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...
MISAEL RESENDIZ JUAREZ
MISAEL RESENDIZ JUAREZ
Uriel M.
Uriel M.
LUIS ALBERTO VARGAS AGUILAR
LUIS ALBERTO VARGAS AGUILAR
You will learn on Digital Transformation
Dr. Sri Ganesh Michiel
Dr. Sri Ganesh Michiel
Trainer is very knowledgeable and the course is very relevant to real world applications
Timothy Wong
Timothy Wong
Great and simple course contents
Prachur Shukla
Prachur Shukla
Course is well structured and very informative
Ali Al-Ansari
Ali Al-Ansari
Well done indeed
Waleed Tamimi
Waleed Tamimi
Mohammed Juma
Mohammed Juma
Mb Reddy
Mb Reddy
W Yeo
W Yeo
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.
Daniel Goh
Daniel Goh
Ashraf Husseini
Ashraf Husseini
Kim Guan Goh
Kim Guan Goh
Course is well structured with wonderful insights from both trainers and international participants
Ally Allie
Ally Allie
ADZHAR BIN KAMALUDIN
ADZHAR BIN KAMALUDIN
I thoroughly enjoyed the workshop and likely to attend more courses in the future.
shai omarali
shai omarali
wylie vv
wylie vv
Lim Weihan
Lim Weihan
Dihui Toh
Dihui Toh
Learned a lot from the course and it is enjoyable.
Ridzuan Abd Rahim
Ridzuan Abd Rahim
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
Ahmed Salleh Mohamed Bashar
Mun Yin Ting
Mun Yin Ting
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.
Saiful Rizal Alias
Saiful Rizal Alias
Lots of information and inout during training
Mohd Al Iman Zakaria
Mohd Al Iman Zakaria
Zaim Arif
Zaim Arif
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