Machine Learning Camp for High Schoolers by MLCamps - Camp - Dates & Availability | ActivityHero.com

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Machine Learning Camp for High Schoolers by MLCamps in Sunnyvale, CA

Machine Learning Camp for High Schoolers by MLCamps in Sunnyvale, CA

Machine Learning Camp for High Schoolers by MLCamps in Sunnyvale, CA

Machine Learning Camp for High Schoolers by MLCamps in Sunnyvale, CA

Machine Learning Camp for High Schoolers by MLCamps in Sunnyvale, CA

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Main Location100 S Murphy Ave, Ste 200 , Sunnyvale, CA 94086(510) 736-2318

Location

Main Location100 S Murphy Ave, Ste 200 , Sunnyvale, CA 94086(510) 736-2318

Overview

Machine Learning Camp by MLCamps is a program especially designed for High School students where we teach machine learning algorithms using First Principles and High School level math. With more than 50% time devoted to practice and hands-on learning, students will not only learn the core concepts of Machine Learning in theory, but also learn their real world applications.

Camp Highlights:

Learn Machine Learning from scratch from Traditional ML, Deep Learning, Neural Networks to GenAI
Learn AI from the best talent in the industry
Strengthen your college applications
Receive certification for the program
Network with like-minded peers
Explore internship opportunities
Parents are also welcome to join the program at a very discounted rates. Visit mlcamps.org

Teaching approach:

Learn Machine Learning using First Principles and High School Level Math
Debug and optimize Machine Learning algorithms
Apply Machine Learning to practical use cases through tons of hands-on practice material
Ignite the spark for problem solving and Innovation
Start your own project initiative and our mentors can guide you how to approach it

Itinerary

Week 1: ML Basics

First Half: Conceptual Learning + Quiz:

Supervised Learning
Unsupervised Learning
Applications of ML in industry

Second Half: Hands-on Learning + Student Presentations:

Intro to Numpy, Matplotlib
Data Exploration

Homework (Optional): Practical use cases

Week 2: Linear Regression

First Half: Conceptual Learning + Quiz:

Data Cleaning and Preparation
Derivation of Linear Regression
Regression Evaluations

Second Half: Hands-on Learning + Student Presentations:

Data Preparation
Regression Applications

Homework (Optional): Practical use cases

Week 3: Classification

First Half: Conceptual Learning + Quiz:

Derivation of Logistic Regression
Gradient Descent
Classification Evaluations

Second Half: Hands-on Learning + Student Presentations:

Classification Applications
Imbalanced Class problems

Homework (Optional): Practical use cases

Week 4: Non-Linear Classifiers

First Half: Conceptual Learning + Quiz:

Support Vector Machines (SVM)
Ensemble Models: Decision Trees, Random Forest and Boosting

Second Half: Hands-on Learning + Student Presentations:

Performance comparison with linear classifiers

Homework (Optional): Practical use cases

Week 5: Model Evaluation and Selection

First Half: Conceptual Learning + Quiz:

Cross-validation
Hyper-parameter optimization
Model selection

Second Half: Hands-on Learning + Student Presentations:

Performance comparison of different classifiers

Homework (Optional): Practical use cases

Week 6: Unsupervised Learning

First Half: Conceptual Learning + Quiz:

Clustering: K-Means and Hierarchial Clustering
Dimensionality Reduction: PCA, LDA

Second Half: Hands-on Learning + Student Presentations:

Clustering applications
Recommendation applications

Homework (Optional): Practical use cases

Week 7: Deep Learning

First Half: Conceptual Learning + Quiz:

Feedforward neural networks
Optimization methods of deep learning models

Second Half: Hands-on Learning + Student Presentations:

Image classification
Comparison of DL models with traditional models

Homework (Optional): Practical use cases

Week 8: Generative AI

First Half: Conceptual Learning + Quiz:

Large Language Models and Transformers
Prompt Design and API

Second Half: Hands-on Learning + Student Presentations:

Intelligent Agents
LLM finetuning

Homework (Optional): Practical use cases

Prerequisites

What to Bring

Cancellation Policy

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Questions & Answers

About MLCamps

MLCamps.org empowers High School students on their machine learning journey through mentorship in participating in AI competitions,, and learning Machine…

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