AutoML Courses South Africa
AutoML Courses South Africa
August 14, 2023 Comments Off on AutoML Courses South AfricaAutoML Courses South Africa
AutoML Training Courses in South Africa
South Africa is a country on the southernmost tip of the African continent, marked by several distinct ecosystems. Inland safari destination Kruger National Park is populated by big game. The Western Cape offers beaches, lush winelands around Stellenbosch and Paarl, craggy cliffs at the Cape of Good Hope, forest and lagoons along the Garden Route, and the city of Cape Town, beneath flat-topped Table Mountain.
- Google Cloud AutoML Training Course.
- AutoML with Auto-Keras Training Course.
- AutoML with Auto-sklearn Training Course.
- H2O AutoML Training Course.
- PGC AIML – Machine Learning.
- PGC AIML – Deep Learning with Keras and TensorFlow.
Frequently asked questions about the AutoML Course in South Africa.
Why Learn AutoML?
Overall Automated machine learning is the process of automating the tasks of applying machine learning to real-world problems. AutoML potentially includes every stage from beginning with a raw dataset to building a machine learning model ready for deployment.
All in all AutoML (Automated Machine Learning) helps organizations deploy Machine Learning (ML) models faster, by making the ML pipeline process more efficient and less error-prone. If you’re getting started with AutoML, this article will take you through the first steps you need to find a tool and get started.
Part-Time
Fast forward your career in the IT industry with a part-time course at School of IT. In turn Part-time courses allow working professionals to transition into a new skill set while working. Moreover at School of IT we are agile and customize a course to the individual.
Full Time
Ready to start a career in IT? Use the data modelling as a full time student at School of IT.
High School
Learn about the AutoML software and prepare for the future while you’re still in high school. Thus no matter where you are, we come to you! Thus giving you the analytical skills to pursue your dreams!
Corporate
Learn about automating the tasks of applying machine learning to real-world problems and up skill yourself or your company while you’re working. Thus no matter where you are, we come to you and give the tools to move up in your company.
By the end of the Google Cloud AutoML Training Course, students will have usable knowledge of the following:
Course Outline
- Google’s ML ecosystem
- AutoML line of products
- Applications for AutoML products
- Challenges and limitations
- Preparing datasets
- Creating and deploying models
- Text and document training (classification, extraction, analysis)
- Labeling images
- Training and evaluating models
- AutoML Vision Edge
- Preparing datasets (source and target language)
- Creating and managing models
- Testing models
- Analyzing documents
- Image prediction
- Translating content
- AutoML Tables for structured data
- AutoML Video Intelligence for videos
By the end of the AutoML with Auto-Keras Training Course, students will have usable knowledge of the following:
Course Outline
- Introduction
- Setting up a Working Environment
- Installing Auto-Keras
- Anatomy of a Standard Machine Learning Workflow
- How Auto-Keras Automates the Machine Learning Workflow
- Searching for the Best Neural Network Architecture with NAS (Neural Architecture Search)
- Case Study: AutoML with Auto-Keras
- Downloading a Dataset
- Building a Machine Learning Model
- Training and Testing the Model
- Tuning the Hyperparameters
- Building, Training, and Testing Additional Models
- Tweaking the Hyperparameters to Improve Accuracy
- Configuring Auto-Keras for Deep Learning Models
- Troubleshooting
By the end of the AutoML with Auto-sklearn Training Course, students will have usable knowledge of the following:
Course Outline
- Introduction
- Setting up a Working Environment
- Installing Auto-sklearn
- Anatomy of a Standard Machine Learning Workflow
- How Auto-sklearn Automates the Machine Learning Workflow
- Searching for the Best Neural Network Architecture with NAS (Neural Architecture Search)
- Case Study: AutoML with Auto-sklearn
- Downloading a Dataset
- Building a Machine Learning Model
- Training and Testing the Model
- Tuning the Hyperparameters
- Building, Training, and Testing Additional Models
- Tweaking the Hyperparameters to Improve Accuracy
- Configuring Auto-sklearn for Deep Learning Models
- Troubleshooting
By the end of the H2o AutoML Training Course, students will have usable knowledge of the following:
Course Outline
- Introduction
- Setting up a Working Environment
- Installing H2O
- Anatomy of a Standard Machine Learning Workflow
- Data-preprocessing, feature engineering, deployment， etc.
- Statistical and Machine Learning Algorithms
- Gradient boosted machines, generalized linear models, deep learning, etc.
- How H2O Automates the Machine Learning Workflow
- Binary Classification, Regression, etc.
- Case Study: Predicting Product Availability
- Downloading a Dataset
- Building a Machine Learning Model
- Specify a Training Frame
- Training and Cross-Validating Different Models
- Tuning the Hyperparameters
- Training two Stacked Ensemble Models
- Generating a Leaderboard of the Best Models
- Inspecting the Ensemble Composition
- Training many Deep Neural Network Models
- Troubleshooting
- Google Cloud AutoML Training Course price is R18 900 for 10 hours.
- AutoML with Auto-Keras Training Course price is R18 900 for 10 hours.
- AutoML with Auto-sklearn Training Course price is R18 900 for 10 hours.
- H2O AutoML Training Course price is R18 900 for 10 hours.
Prerequisites
Experience with data analytics Familiarity with machine learningWho Should Attend this AutoML Training Course?
Overall Audience: AutoML makes machine learning more accessible, allowing individuals that have a relatively limited level of experience to build working models. However, experienced engineers can also benefit from auto ML, enabling them to work quickly and reallocate their time to explore new opportunities.What's included in this AutoML Training Course?:
Courseware- Ebooks
- Professional notes
- International exam resources and how to book the international exam/s.
- Interactive software
- Proposed Schedule
The career prospects for AI and Machine Learning is high in demand. Data Science careers are everywhere.
- All in all a Data Architect
- Data Scientist.
- Data Analyst.
- AI Specialist.
💰 Starting from:
R10 900 / $850 / €720
Courseware inclusive
1-on-1 expert
Flexible hours
Commence anytime
ⓘ Write your international exams in the comfort of your own home!
🏅 Internationals
All international exams are additional in price: +-R600 / $144 / €130 per exam (dependent on exchange rate when booked). We assist you booking online and choosing an approved centre closest to you to write or via online procturing! PS: you can write online or onsite worldwide!
Azure Data Scientist Associate Certificate
Microsoft Certified: Data Analyst Associate
Tableau Certified Data Analyst
Tableau Certified Data Scientist
TensorFlow Developer Certificate
PCEP – Certified Entry-Level Python Programmer
PCAP – Certified Associate in Python Programming
PCPP1 – Certified Professional in Python Programming 1
PCPP2 – Certified Professional in Python Programming 2
PCED™ – Certified Entry-Level Data Analyst with Python
PCAD™ – Certified Associate Data Analyst with Python
Robert Mathot25 April 2024It’s a very easy course to get into , everyone’s responds fast and well so you always know what’s happening , the work itself is taught well so you understand it properly
Henty Beukes17 April 2024The course was great I will highly recommend it to others. Great to have it online.
Keamogetswe Mekgwe26 March 2024Extremely helpful, I highly recommend it.
francisca devasconcellos22 March 2024Am so grateful to my Lecturer Hudson for his patience & knowledge in my short course. Thank you so much for everything I’ve learnt & will always be grateful for the opportunity🙏 Highly recommended 🌸🙏
Keacha Kearns13 March 2024excellent service.one on one lecturer .they fit into your scedule. great for starting a new career and great for part time studying
Zander5379029 February 2024I had a blast doing my A+ course through School of IT. My tutor Joshua is an awesome guy who made it easy and simple to understand. I recommend anyone to use School of IT.
Nicolene Page16 February 2024I learned everything required and found the course very informative and educational. The tutor was attentive and adapts to your needs. They also go out of their way to make sure you have what you need to qualify. I would recommend School of IT to anyone who wants to better their skills.
James David25 January 2024Course Title: Advanced Python Duration: 2 weeks Instructor: Knowledgeable and Effective Review: I recently completed the Advanced Python course, and I must say it was a highly enriching experience. Over the span of two weeks, the course delved into a broad spectrum of advanced Python concepts, providing a comprehensive understanding of the language's intricacies and applications. One of the standout aspects of the course was the quality of instruction. The instructor demonstrated a deep understanding of the subject matter and was adept at explaining complex concepts in a clear and concise manner. Their approachability and willingness to address questions and concerns contributed significantly to the overall learning experience. The curriculum covered a wide range of topics, including but not limited to advanced data structures, object-oriented programming principles, functional programming techniques, and best practices for Python development. Each topic was explored thoroughly, with ample opportunities for hands-on practice and reinforcement of key concepts. The course structure struck a good balance between theory and practical application, allowing students to not only grasp theoretical concepts but also apply them in real-world scenarios through coding exercises and projects. This hands-on approach was instrumental in solidifying my understanding of Python and its advanced features. While the pace of the course was brisk due to its condensed timeline, the instructor's clarity and guidance helped ensure that all topics were covered comprehensively without feeling rushed. Additionally, the course materials provided were well-organized and supplemented the instruction effectively. Overall, I found the Advanced Python course to be immensely valuable in expanding my proficiency in the language. Whether you're looking to deepen your understanding of Python or enhance your programming skills for professional growth, I highly recommend this course.
