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Continue Climbing? Research for Academic Credit

NEW!

2026-03-25 · Course Staff

Interested in continuing the work from CHEM 169/269 as independent research for academic credit next quarter?

Fill out this interest form and we'll reach out to discuss project ideas and next steps.

Course Options

CourseWhoRequirements
CHEM 99Undergrads with 30-89 units3.0 GPA
CHEM 199Undergrads with 90+ units2.5 GPA
CHEM 299Graduate studentsTalk to us

Key Deadlines for Spring 2026

  • EASy Submission Deadline: April 10, 2026
  • Applications take 2-4 weeks to process — start early!

How It Works

  1. Fill out the interest form
  2. We'll meet to discuss project ideas
  3. You apply through the EASy system
  4. Complete safety trainings
  5. Start research!

Time commitment: 6-11 hrs/week (2 units) or 12-15 hrs/week (4 units)

Questions? Reach out to Adrian.

Final Exam: Choose Your Path (Two Options)

2026-03-02 · Course Staff

The final exam for CHEM 169/269 has two options. You will choose one and complete it fully.

Option 1: Self-Guided Project Final

Build and complete your own project route.

Timeline and deliverables

Deadline 1: Project proposal

Due: Friday, March 6, 2026 at 11:59 PM

➡️ Need a model? View the Proposal Template + Example

Submit one written proposal that clearly states:

  • The scientific problem/question you want to tackle (biology, biochemistry, proteins, small molecules, quantum chemistry, molecular dynamics, materials science, or related areas)
  • Why you are personally interested in this problem (for example: your research interests, something you discovered through AI/chatbot exploration, or a long-standing personal curiosity)
  • The computational approach you plan to use
  • One ambitious stretch component you want to attempt (for example: contrastive learning, a stronger comparison model, or a deeper analysis extension)
  • The data you expect to use
  • What your final route + solution will include

Important: Proposal approval is required to continue with Option 1. The main approval criterion is that your exact dataset(s) are clearly identified and feasible for your planned route + solution.

Deadline 2: Final project submission

Due: Tuesday, March 17, 2026 at 11:59 PM (exam day)

Submit:

  • Your custom climb route prompt (the route itself)
  • Your full route solution/submission
  • A GitHub repository for the project
  • Optional: one approved bonus extension for extra credit

GitHub repository requirements (Option 1)

Your repository must include a polished README.md with:

  • Project title and one-paragraph summary
  • Biological problem and motivation
  • Data source(s) and what was used
  • Computational approach and model/workflow overview
  • Your route design and what was completed
  • Results summary with key figures/tables
  • Interpretation, limitations, and next steps
  • Reproducibility instructions (how to run your analysis)

Your notebook(s), code, and final artifacts should be clearly linked from the README.

Expected route themes (examples)

  • Biochemical prediction task
  • Representation-based analysis
  • Model comparison and interpretation on a biological dataset

Option 2: Standard Exam Routes

Complete one instructor-released route on exam day for full credit.

What you do

  1. Complete Route A released on the exam date (required for full credit).
  2. Show intermediate reasoning, calculations, and model outputs.
  3. Submit Route A by the exam deadline.
  4. Optional: complete Route B for extra credit.

Route themes

  • Residue-level PLM embeddings
  • Protein-protein interactions with AlphaFold 3 scoring (pairwise and pooled calculations)

Required deliverables

  • Completed submission for Route A (required)
  • Completed submission for Route B (optional extra credit)

Baseline and Extra Credit Policy

  • One complete route is the full-credit baseline for the final exam.
  • Option 1: one custom route + full solution + required project repo.
  • Option 2: one standard exam route (Route A).
  • Extra credit is available through:
    • Option 1: one approved bonus extension
    • Option 2: completion of Route B

Selection and Logistics (Prototype Draft)

The policy below is being finalized and will be confirmed in a follow-up post:

  • Option declaration + proposal deadline (Option 1): Friday, March 6, 2026 at 11:59 PM
  • Switching options after declaration: TBD
  • Exact exam-day release/submission times: TBD
  • Submission location and file format: TBD
  • Collaboration/tools policy for each option: TBD

If you already know you are pursuing Option 1, start by scoping a project that is feasible and well-defined.

If you are leaning Option 2, keep progressing through current routes; the standard final routes will draw on the same style of reasoning and execution.

More concrete logistics will be posted next.

Route Completion: The Checkpoints Have Teeth

2026-02-02 · Course Staff

From the syllabus: Route Completion = 40% of your grade. Here's how that works:

You don't get in shape the day before comp.

DateMinimumMiss it?
Feb 96 routes-5% (permanent)
Feb 2310 routes-5% (permanent)
Mar 2120 routesFull credit

You can't cram your way out of missed checkpoints.

Behind? Talk to me NOW — not Week 10.

New Routes Added: R010, R013 + New Wall W05!

2026-01-27 · Course Staff

Three new routes are up! R010 (Morgan the Finger Printer) on the Small Molecules wall, and R013 (The UniProt Topo Guide) on our brand new Wall W05: Protein Representations. Check them out!

Submission Links Updated to Google Forms

2026-01-26 · Course Staff

All route submission links have been migrated from Google Drive folders to Google Forms. Please use the updated submission links at the bottom of each route.

Welcome to the Climbing Gym!

2026-01-15 · Course Staff

Welcome to CHEM 169/269! The gym is open. Start with Wall W01 (Python Basics) if you're new to coding, or jump straight to W04 (Small Molecules) if you're comfortable with Python.