What you should be able to do
Explain core concepts
Solve practical scenarios
Discuss trade-offs
Defend project decisions
Every module is now a full lesson.
Python
Build a working mental model of Python then connect it to implementation evaluation and production trade-offs.
SQL
Query relational data accurately and reason about joins, grouping and performance.
ML
Build a working mental model of ML then connect it to implementation evaluation and production trade-offs.
DL
Build a working mental model of DL then connect it to implementation evaluation and production trade-offs.
NLP
Build a working mental model of NLP then connect it to implementation evaluation and production trade-offs.
MLOps
Build a working mental model of MLOps then connect it to implementation evaluation and production trade-offs.
System design
Build a working mental model of System design then connect it to implementation evaluation and production trade-offs.
Behavioral
Build a working mental model of Behavioral then connect it to implementation evaluation and production trade-offs.
Projects that prove the skill
40-question adaptive sessions
Use a baseline first then instrument the result and document failure cases.
design with cortex →Weak-topic review
Use a baseline first then instrument the result and document failure cases.
design with cortex →Mock architecture defense
Use a baseline first then instrument the result and document failure cases.
design with cortex →How progress is judged
Accuracy
Evidence should come from code, results, explanation quality and the ability to identify when an approach should not be used.
Explanation quality
Evidence should come from code, results, explanation quality and the ability to identify when an approach should not be used.
Speed
Evidence should come from code, results, explanation quality and the ability to identify when an approach should not be used.
Retention
Evidence should come from code, results, explanation quality and the ability to identify when an approach should not be used.
Turn the track into a personal plan.
Cortex can break this path into daily sessions and adjust based on completed lessons, interview results and your saved learning goals.
Ask Cortex to plan it →