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1
Asked to show everything mentioned in the mandatory requirements of L1 viva, one by one.Times asked 1Official solution
SimpleDemo script pehle se practice: 5–7 min, Admin + User roles, saare mandatory features.
Suggested flow1) Register/login user
2) Admin login — CRUD
3) Approval/blacklist
4) Booking/apply + edge case
5) Search
6) LogoutViva tipBolte-bolte dikhao. Code tab kholna jab poochhein.
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2
Explain hyperparameter tuningTimes asked 1Official solution
SimpleCode explain formula: input kya aaya → auth/validation → DB change → response/UI.
Viva tipFunction signature + 3-4 important lines + edge case.
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3
Why did you train your final model on entire dataset? (You shouldn't)Times asked 1Official solution
Simplemodels.py = har table ki class: columns, PK/FK, relationships. Yeh Model layer hai.
Suggested flow1) Classes list karo
2) Har table ka kaam 1 line
3) Relationships (1-M / M-M)
4) Constraints (unique, nullable)Example
class Lot(db.Model): id = db.Column(db.Integer, primary_key=True) name = db.Column(db.String(80), nullable=False) spots = db.relationship('Spot', backref='lot', lazy=True)Community answers
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4
How did you ensure data leakage?Times asked 1Official solution
SimpleCode explain formula: input kya aaya → auth/validation → DB change → response/UI.
Viva tipFunction signature + 3-4 important lines + edge case.
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5
Explain the parameters of XGBoost, Linear regressor.Times asked 1Official solution
SimpleCode explain formula: input kya aaya → auth/validation → DB change → response/UI.
Viva tipFunction signature + 3-4 important lines + edge case.
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6
Coding questions was to load diabetes datasetTimes asked 1Official solution
SimpleLive coding: notepad/editor mein chhota Flask route / Jinja loop / model field. Calm raho, run karke dikhao.
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7
Convert it to the dataframe.Times asked 1Official solution
SimplePehle 1-line definition, phir apne MAD1 project mein file dikhao, phir chhota example.
Suggested flow1) Concept kya hai?
2) Mere code mein kahan?
3) Example / demo
4) Edge caseExample
# related file: models.py / routes / template # formula: request → check/auth → DB → render/redirectViva tipExact line yaad nahi to honestly related part dikhao. Bluff mat karo.
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8
Fit a logistic model on it.Times asked 1Official solution
Simplemodels.py = har table ki class: columns, PK/FK, relationships. Yeh Model layer hai.
Suggested flow1) Classes list karo
2) Har table ka kaam 1 line
3) Relationships (1-M / M-M)
4) Constraints (unique, nullable)Example
class Lot(db.Model): id = db.Column(db.Integer, primary_key=True) name = db.Column(db.String(80), nullable=False) spots = db.relationship('Spot', backref='lot', lazy=True)Community answers
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9
Number of features in it.Times asked 1Official solution
SimplePehle 1-line definition, phir apne MAD1 project mein file dikhao, phir chhota example.
Suggested flow1) Concept kya hai?
2) Mere code mein kahan?
3) Example / demo
4) Edge caseExample
# related file: models.py / routes / template # formula: request → check/auth → DB → render/redirectViva tipExact line yaad nahi to honestly related part dikhao. Bluff mat karo.
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10
Can you use logistic regression to predict the amount of rainfall. 11 Difference between bagging and boosting, is xgb a bagging model or a boosting model?Times asked 1Official solution
Simplemodels.py = har table ki class: columns, PK/FK, relationships. Yeh Model layer hai.
Suggested flow1) Classes list karo
2) Har table ka kaam 1 line
3) Relationships (1-M / M-M)
4) Constraints (unique, nullable)Example
class Lot(db.Model): id = db.Column(db.Integer, primary_key=True) name = db.Column(db.String(80), nullable=False) spots = db.relationship('Spot', backref='lot', lazy=True)Community answers
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11
How to ensure reproducibility of the results?Times asked 1Official solution
SimpleCode explain formula: input kya aaya → auth/validation → DB change → response/UI.
Viva tipFunction signature + 3-4 important lines + edge case.
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