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BIOl202
2025
ESSAY
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What is the Proton folding problem?
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Question #3
Predicting the structures of the building block of life
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**The Protein Folding Problem**
1. **What it is**
- The problem asks: *Given a protein’s linear amino‑acid sequence, can we predict its three‑dimensional (3‑D) native structure?*
- Proteins are the “building blocks of life”; their function depends on their folded shape.
2. **Why it matters**
- Knowing a protein’s structure helps understand biology, design drugs, and engineer enzymes.
- Experimental methods (X‑ray crystallography, NMR, cryo‑EM) are slow and expensive; a computational solution would accelerate discovery.
3. **Key challenges**
- **Huge conformational space**: Even a modest protein can adopt astronomically many shapes.
- **Energy landscape**: The protein must find the lowest‑energy (native) state among many local minima.
- **Complex interactions**: Hydrogen bonds, hydrophobic packing, electrostatics, and solvent effects all influence folding.
4. **Typical computational approach**
1. **Input**: Primary amino‑acid sequence.
2. **Modeling**: Represent the protein as a chain of atoms or simplified beads.
3. **Energy function**: Define a mathematical score that estimates the stability of a conformation.
4. **Search algorithm**: Use methods like Monte‑Carlo, molecular dynamics, or machine‑learning‑guided sampling to explore conformations.
5. **Prediction**: Select the conformation with the lowest energy as the predicted native structure.
5. **Recent breakthroughs**
- Deep learning models (e.g., AlphaFold) learn patterns from known structures, dramatically improving accuracy and speed.
- These models still rely on physics‑based energy terms but are guided by data‑driven insights.
6. **Outcome**
- The “protein folding problem” is essentially the challenge of predicting the 3‑D structure of proteins—the building blocks of life—from their amino‑acid sequences.
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BIOl202
2025
MCQ
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Which company solved it
A.
Amazon
B.
Google
C.
Microsoft
D.
Kasa Noma
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Question #4
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AI 101
2025
MCQ
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What is AI
A.
Artificial Intelligence
B.
Modelling Human Intuition
C.
Augmented Intelligence
D.
Automatic Import
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Question #5
Option A
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AI 101
2025
MCQ
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What is TTS
A.
Text to speech
B.
Text to Text
C.
Speech to Text
D.
None of the Above
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Question #6
Option A
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AI 101
2025
MCQ
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Which of the following is a supervised ML Algorithm
A.
RNNs
B.
KNN
C.
CNNs
D.
Transformers
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Question #7
Option B
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AI 101
2025
MCQ
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All the following Access mode for Network Devices Except
A.
User Exec
B.
Privileged Mode
C.
Global Config Mode
D.
Switch Mode
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Question #8
Option D
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AI 101
2025
MCQ
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This is a test True/False
A.
True
B.
False
C.
D.
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Question #9
True
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AI 101
2025
MCQ
New Card
Another test
A.
True
B.
False
C.
D.
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Question #10
True
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AI 101
2025
MCQ
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Which is not a Neural Network architecture?
A.
RNNs
B.
KNN
C.
CNNs
D.
Transformers
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Question #11
Option B
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AI 101
2025
MCQ
New Card
Testing
A.
B.
C.
D.
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Question #12
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AI 101
2025
MCQ
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I think I have found the error
A.
B.
C.
D.
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Question #13
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AI 101
2025
MCQ
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I think the configurations changes were not reflecting
A.
B.
C.
D.
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Question #14
Just testing
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SUSD404
2024
ESSAY
New Card
Define the Terms Sustainable Development
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Question #1
The quadratic formula gives two roots.
👴🏾 Uncle Kwaku's Walkthrough:
Pre-cached solution for rate limit test
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SUSD404
2024
MCQ
New Card
What is the primary function of chlorophyll in plant cells?
A.
Store water
B.
Absorb oxygen
C.
Absorb light energy for photosynthesis
D.
Synthesize lipids
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Question #2
**Option C:** Absorb light energy for photosynthesis
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Step 1: Chlorophyll is a pigment in thylakoids.
Step 2: Its porphyrin ring absorbs photons.
Conclusion: Option C is correct.
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TEL101
2024
MCQ
New Card
What is the capital of Ghana?
A.
Kumasi
B.
Accra
C.
Tamale
D.
Cape Coast
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Question #3301
**Option B:** Accra
👴🏾 Uncle Kwaku's Walkthrough:
The capital city of Ghana is Accra, serving as the administrative and economic hub.
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