SAT Score Range
•
14 sessions
•
+3
This series ended on May 1, 2025. All 1:1 and group chats related to this series are disabled 7 days after the last session.
About
Tutored by
Hello, my name is Rohan! I am from New Jersey, and I am currently a high schooler. My goal on Schoolhouse is to help other students like me learn and be prepared for anything. My passion lies in machine learning (ML), and I have researched many topics of machine learning! (I have two publicly accessible research papers). Additionally, I enjoy software engineering on a broader level, with interests in competitive programming (I am a USACO Silver Competitor) and web development. During my free time, I am an avid videogame player, with multiple Platinum trophies on difficult "souls" games. I have also played piano for 6 years and arrange my favorite video game tracks on piano (like "Escaping a Foul Prescence" from Ori 2, "Abyss Watchers" from Dark Souls 3, and "Final Battle" from Elden Ring as great examples)! Going outside the house, I play goalkeeper for my high school soccer team and I am a varsity swimmer. In addition to computer science, I also love mathematics, so if you have any questions about any High School Mathematics, Machine Learning, Python, or Java, feel free to ask me and I will try to get back to you with answers! Happy learning everyone! - Rohan
Schedule
✋ ATTENDANCE POLICY
Please let me know if you cannot make a session.
18
Apr
Artificial Intelligence
Artificial Intelligence
Fri 12:00 AM - 1:00 AM UTCApr 18, 12:00 AM - 1:00 AM UTC
- Python Basics
- Data Basics
- What is a Machine Learning Model?
- Classification v/s Regression
19
Apr
Artificial Intelligence
Artificial Intelligence
Sat 12:00 AM - 1:00 AM UTCApr 19, 12:00 AM - 1:00 AM UTC
- Normalization, scaling
- Encoding categorical variables
- Handling missing values
- Creating new features
20
Apr
Artificial Intelligence
Artificial Intelligence
Sun 12:00 AM - 1:00 AM UTCApr 20, 12:00 AM - 1:00 AM UTC
- Perceptrons, hidden layers, weights
- Forward and backpropagation
- Overfitting vs underfitting in deep learning
21
Apr
Artificial Intelligence
Artificial Intelligence
Mon 12:00 AM - 1:00 AM UTCApr 21, 12:00 AM - 1:00 AM UTC
- Sigmoid, ReLU, Softmax
- Loss functions: MSE, Cross-Entropy
- Role in optimization
22
Apr
Artificial Intelligence
Artificial Intelligence
Tue 12:00 AM - 1:00 AM UTCApr 22, 12:00 AM - 1:00 AM UTC
- Filters, pooling, feature maps
- How CNNs work for image data
- Simple image classification example
23
Apr
Artificial Intelligence
Artificial Intelligence
Wed 12:00 AM - 1:00 AM UTCApr 23, 12:00 AM - 1:00 AM UTC
- Precision, Recall, F1-Score
- Confusion Matrix deep dive
- ROC-AUC, PR Curves
- For classification + regression
24
Apr
Artificial Intelligence
Artificial Intelligence
Thu 12:00 AM - 1:00 AM UTCApr 24, 12:00 AM - 1:00 AM UTC
- Grid Search, Random Search
- Hyperparameter tuning
- Epochs, batch size, learning rate
25
Apr
Office Hours
Office Hours
Fri 12:00 AM - 1:00 AM UTCApr 25, 12:00 AM - 1:00 AM UTC
- Recap CNNs, metrics, tuning
- Mini project or Kahoot review
- Open Q&A
26
Apr
Artificial Intelligence
Artificial Intelligence
Sat 12:00 AM - 1:00 AM UTCApr 26, 12:00 AM - 1:00 AM UTC
- PCA, t-SNE, UMAP
- Visualizing high-dimensional data
- Reducing noise & improving speed
27
Apr
Artificial Intelligence
Artificial Intelligence
Sun 12:00 AM - 1:00 AM UTCApr 27, 12:00 AM - 1:00 AM UTC
- What is it? Why is it powerful?
- Using pretrained models (e.g., VGG16, ResNet)
- Fine-tuning vs freezing layers
28
Apr
Artificial Intelligence
Artificial Intelligence
Mon 12:00 AM - 1:00 AM UTCApr 28, 12:00 AM - 1:00 AM UTC
- Upsampling, downsampling
- SMOTE
- Adjusting evaluation strategy for skewed classes
29
Apr
Artificial Intelligence
Artificial Intelligence
Tue 12:00 AM - 1:00 AM UTCApr 29, 12:00 AM - 1:00 AM UTC
- Exporting models (.pkl, h5)
- Flask/FastAPI introduction
- Deployment strategy overview (local vs cloud)
30
Apr
Artificial Intelligence
Artificial Intelligence
Wed 12:30 AM - 1:30 AM UTCApr 30, 12:30 AM - 1:30 AM UTC
1
May
Office Hours
Office Hours
Thu 12:30 AM - 1:30 AM UTCMay 1, 12:30 AM - 1:30 AM UTC