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Work through focused Python, SQL, data, and machine-learning problems in a real coding environment. Run your solution, see exactly what failed, and build the instincts AI engineers use every day.

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PythonML fundamentals
Easy18 min

Cosine similarity

Given two embedding vectors, return their cosine similarity. Handle a zero vector without producing NaN.

Example

a = [1, 0, 1]

b = [1, 1, 0]

output = 0.5

72% pass rate
solution.py
1import numpy as np
2
3def cosine_similarity(a, b):
4    dot = np.dot(a, b)
5    norms = np.linalg.norm(a) * np.linalg.norm(b)
6    if norms == 0:
7        return 0.0
8    return dot / norms
Test resultsReady
Aligned vectors
Orthogonal vectors
Zero-vector edge case

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Flagship Program

The Startup AI Engineer MasterClass

8 weeks of live sessions, labs, and a team Startup Project. Go from chat wrappers to production-grade AI agents — and graduate with a portfolio that gets you hired.

8 weeks

Duration

20

Max seats

4

Phases

27h

Live instruction

Next cohort: September 1, 2026

Dan LeeBashir SadatAnushree J.Chaitanya K.Sara A.Priyanka A.Vincent R.Kiril SimovSiddhi J.

Learn alongside a community of engineers and builders

“Dan's AIE Masterclass transformed me from an AI enthusiast into a true builder and practitioner. Using LangGraph and GCP, I built a platform that cut manual analysis time from 40 hours to just 5 minutes.”
Bashir Sadat

Bashir Sadat

AI Engineer

Truly transformative. I built and deployed a financial agent using LangChain, Redis, and GCP with real-time tools like Google Search and SQL queries.

Chaitanya K.

Chaitanya K.

Graduate at Wharton

A game-changer. Clear, practical, real-world teaching made complex concepts easy to apply. I gained the confidence to use these skills immediately.

Anushree J.

Anushree J.

Senior Data Scientist

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