⬡ AI / Creative Production
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Applied Machine Learning
Hands-on ML for practitioners: scikit-learn, fine-tuning, embeddings, vector databases, and building your first ML pipeline.
⏱ 2h⬡ Tech Lab◎ Apotheos AI Team👥 15 max↻ Rotation 5 of 6
TUE · 14:00 · 2h
What You'll Learn
- ◎Understand and apply core ML algorithms (classification, regression, clustering)
- ◎Build an end-to-end ML pipeline from data to deployment
- ◎Fine-tune a pre-trained model on a custom dataset
6-Week Curriculum
W1
ML Fundamentals
Train/test split, overfitting, evaluation metrics
W2
Classification
Logistic regression, decision trees, random forests
W3
Embeddings
Vector representations, semantic search, cosine similarity
W4
Fine-Tuning
When and how to fine-tune; LoRA and PEFT methods
W5
ML in Production
MLflow, monitoring, drift detection
W6
Capstone
End-to-end ML project presentation
Each Session: 2h Template
Welcome5 min
Lesson Block 145 min
Break10 min
Hands-On Lab45 min
Wrap-Up & Q&A15 min
AI / Creative Production Track
Practical AI literacy and technical skills for builders, leaders and founders.
View All AI / Creative Production Courses →Online Access
Every session is live-streamed. Join remotely with full access to the shared chat room, session recordings, and downloadable materials.