THE AUTONOMOUS CONTRACT Motivation is to transition into tech. I commit to $10$ hours per week for $12$ weeks. Success is defined by a $100\%$ functional prediction model on GitHub. KNOWLEDGE TOPOGRAPHY Foundation Syntax and Data Structures. Intermediate Pandas and NumPy for cleaning. Advanced Scikit-Learn for modeling. RESOURCE CURATION Week $1-4$ Official Documentation for syntax. Week $5-8$ Kaggle datasets for practice. Week $9-12$ Project building using YouTube tutorials. SELF-REFLEXIVE AUDIT 1 Code Review explain each line to a rubber duck. 2 Error Analysis log each bug and its solution. 3 Peer Feedback post snippets on LinkedIn for community critique.