Advanced Machine Learning
4 weeks intensive
Welcome to Limitless Learning, where the sky is the limit. Our Courses are fully remote, so you can learn anywhere
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What is it?
For 4 intensive weeks, Delve into the intricacies of high-level machine learning techniques. This course is meticulously crafted for those who have basic knowledge of machine learning and are eager to explore advanced algorithms and methodologies. Through a combination of rigorous theory and practical application, you'll be equipped to tackle complex challenges and elevate your analytical prowess. If you're ready to take your machine learning knowledge to the next level, this course awaits you.
What are the course objectives?
Equip learners with state-of-the-art machine learning techniques.
Foster hands-on experience with real-world data sets.
Enable students to independently implement, evaluate, and fine-tune machine learning models.
Cultivate abilities to critically evaluate model performance, understand bias-variance trade-offs, and apply optimization techniques.
Introduce the latest trends and research in advanced machine learning, ensuring students are abreast of current best practices.
Prerequisites
Students should come equipped with a basic understanding of machine learning concepts and algorithms. A proficiency in a programming language like Python, will be beneficial. Familiarity with data handling and visualization tools such as pandas or matplotlib is also recommended.
What is the course schedule?
The course spans 4 weeks with 4hrs of engaging content per week, including lectures, hands-on labs, and interactive sessions. Students will also have tasks and assignments during each week to which they need to assign a minimum of 10 hrs a week.
Fully online
Duration: 16 hours
Recurrence: x2 a week
Time: 19h - 21h GMT +1
How much does it cost?
29,900 DZD or $250
Payment through CCP, credit/debit card or PayPal (see more details here)
At the end of the training, students will receive a Limitless Learning certificate of completion.
Who is the Instructor?
Dr. Hadjer Benmeziane is an IBM research postdoc in Switzerland
She received her Master's and Engineering degrees in Computer Science at the Higher National School of Computer Science, Algiers, Algeria, in 2020.
She recently defended her Ph.D. in Hardware-aware Neural Architecture Search at the University Polytechnic Hauts-de-France, LAMIH/CNRS, Valenciennes, France.
Her goal is to offer tools for everyone to use deep learning on any low-power platform. In 2018, she founded School of AI Algiers, a community of Algerian AI enthusiast that organize events and workshops and promotes AI education.
Projects
Project 1: Real World Data Wrangling with Python
Project 2: Analyze the customer segments dataset
Project 3: Network Intrusion Detection System (IDS) with XGBoost
Project 4: Improve IDS using Hyperparameter Optimization