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What is the formula for P(A or B) = P(A) + P(B) - P(A and B)?
Combination nCr = n! / (r! x (n-r)!)
### Instruction: What is the formula for P(A or B) = P(A) + P(B) - P(A and B)? ### Response: Combination nCr = n! / (r! x (n-r)!)
What is Batch Normalization?
Batch Normalization: normalizes layer inputs, faster training, acts as regularizer
### Instruction: What is Batch Normalization? ### Response: Batch Normalization: normalizes layer inputs, faster training, acts as regularizer
What is Tech?
Tech: Python, Streamlit, Supabase, OpenAI Whisper, HuggingFace Spaces
### Instruction: What is Tech? ### Response: Tech: Python, Streamlit, Supabase, OpenAI Whisper, HuggingFace Spaces
What is the formula for When compounded half-yearly: Rate = R/2, Time = 2T?
Difference between CI and SI for 3 years = P x (R/100)^2 x (R/100 + 3)
### Instruction: What is the formula for When compounded half-yearly: Rate = R/2, Time = 2T? ### Response: Difference between CI and SI for 3 years = P x (R/100)^2 x (R/100 + 3)
What is Cooperative Banks?
Cooperative Banks: serve specific communities
### Instruction: What is Cooperative Banks? ### Response: Cooperative Banks: serve specific communities
What is the formula for Mother's father = Maternal grandfather?
Son's wife = Daughter-in-law
### Instruction: What is the formula for Mother's father = Maternal grandfather? ### Response: Son's wife = Daughter-in-law
What is the formula for Average = Sum of observations / Number of observations?
New average = A + (y-x)/n
### Instruction: What is the formula for Average = Sum of observations / Number of observations? ### Response: New average = A + (y-x)/n
What is Western Ghats?
Western Ghats: runs parallel to western coast, biodiversity hotspot
### Instruction: What is Western Ghats? ### Response: Western Ghats: runs parallel to western coast, biodiversity hotspot
What is Feature Maps?
Feature Maps: output of convolutional layer
### Instruction: What is Feature Maps? ### Response: Feature Maps: output of convolutional layer
What is Cash Reserve Ratio (CRR)?
Cash Reserve Ratio (CRR): percentage of deposits banks must keep with RBI
### Instruction: What is Cash Reserve Ratio (CRR)? ### Response: Cash Reserve Ratio (CRR): percentage of deposits banks must keep with RBI
What are the key concepts in Number System?
Natural numbers: 1, 2, 3, 4, ... Whole numbers: 0, 1, 2, 3, ... Integers: ...-3, -2, -1, 0, 1, 2, 3... Rational numbers: can be expressed as p/q where q is not zero Irrational numbers: cannot be expressed as p/q. Example: sqrt(2), pi Prime numbers: divisible only by 1 and itself. Example: 2, 3, 5, 7, 11, 13 Composite n...
### Instruction: What are the key concepts in Number System? ### Response: Natural numbers: 1, 2, 3, 4, ... Whole numbers: 0, 1, 2, 3, ... Integers: ...-3, -2, -1, 0, 1, 2, 3... Rational numbers: can be expressed as p/q where q is not zero Irrational numbers: cannot be expressed as p/q. Example: sqrt(2), pi Prime numb...
What is the significance/value of NITI Aayog?
NITI Aayog: replaced Planning Commission in 2015
### Instruction: What is the significance/value of NITI Aayog? ### Response: NITI Aayog: replaced Planning Commission in 2015
What is Savings Account?
Savings Account: for individuals, interest paid, transaction limits
### Instruction: What is Savings Account? ### Response: Savings Account: for individuals, interest paid, transaction limits
What is Article 20?
Article 20: Protection against self-incrimination
### Instruction: What is Article 20? ### Response: Article 20: Protection against self-incrimination
What is Article 22?
Article 22: Protection against arbitrary arrest
### Instruction: What is Article 22? ### Response: Article 22: Protection against arbitrary arrest
What is Article 16?
Article 16: Equality of opportunity in public employment
### Instruction: What is Article 16? ### Response: Article 16: Equality of opportunity in public employment
What is Mirror image?
Mirror image: A corresponds to Z, B to Y, C to X, etc.
### Instruction: What is Mirror image? ### Response: Mirror image: A corresponds to Z, B to Y, C to X, etc.
What bugs did you find in Drive-Awake and how would you fix them?
Three main bugs: 1. Duplicate packages in requirements.txt (tensorflow, numpy, opencv, pygame) Fix: remove duplicates, keep single version of each 2. Dockerfile uses dnf (RHEL) but base image is python:3.10-slim (Debian) Fix: use apt-get instead of dnf, or change base to fedora image 3. float(left_pred) fails on ...
### Instruction: What bugs did you find in Drive-Awake and how would you fix them? ### Response: Three main bugs: 1. Duplicate packages in requirements.txt (tensorflow, numpy, opencv, pygame) Fix: remove duplicates, keep single version of each 2. Dockerfile uses dnf (RHEL) but base image is python:3.10-slim (Debian...
What is the formula for --- Mensuration ---?
Square: Area = side^2, Perimeter = 4 x side
### Instruction: What is the formula for --- Mensuration ---? ### Response: Square: Area = side^2, Perimeter = 4 x side
What is it for a new task. Feature extraction?
it for a new task. Feature extraction: freeze pretrained layers, train new
### Instruction: What is it for a new task. Feature extraction? ### Response: it for a new task. Feature extraction: freeze pretrained layers, train new
What are the key concepts in Time, Speed and Distance?
Speed = Distance / Time Distance = Speed x Time Time = Distance / Speed Average Speed = Total Distance / Total Time If two trains of length L1 and L2 cross each other: - Moving same direction: Time = (L1+L2) / (S1-S2) - Moving opposite direction: Time = (L1+L2) / (S1+S2) 1 km/h = 5/18 m/s 1 m/s = 18/5 km/h Relative...
### Instruction: What are the key concepts in Time, Speed and Distance? ### Response: Speed = Distance / Time Distance = Speed x Time Time = Distance / Speed Average Speed = Total Distance / Total Time If two trains of length L1 and L2 cross each other: - Moving same direction: Time = (L1+L2) / (S1-S2) - Moving op...
What is Eastern Ghats?
Eastern Ghats: discontinuous range along eastern coast
### Instruction: What is Eastern Ghats? ### Response: Eastern Ghats: discontinuous range along eastern coast
What is Linear Regression?
Linear Regression: predict continuous values, fit line to data
### Instruction: What is Linear Regression? ### Response: Linear Regression: predict continuous values, fit line to data
What is Tokenization?
Tokenization: splitting text into tokens (words, subwords, characters)
### Instruction: What is Tokenization? ### Response: Tokenization: splitting text into tokens (words, subwords, characters)
What is Whole numbers?
Whole numbers: 0, 1, 2, 3, ...
### Instruction: What is Whole numbers? ### Response: Whole numbers: 0, 1, 2, 3, ...
What is RBI regulates?
RBI regulates: commercial banks, cooperative banks, NBFCs
### Instruction: What is RBI regulates? ### Response: RBI regulates: commercial banks, cooperative banks, NBFCs
What is the significance/value of Article 360?
Article 360: Financial Emergency
### Instruction: What is the significance/value of Article 360? ### Response: Article 360: Financial Emergency
What is Cone?
Cone: Volume = 1/3 x pi x r^2 x h, Slant height = sqrt(r^2 + h^2)
### Instruction: What is Cone? ### Response: Cone: Volume = 1/3 x pi x r^2 x h, Slant height = sqrt(r^2 + h^2)
What is the formula for - Moving same direction: Time = (L1+L2) / (S1-S2)?
1 m/s = 18/5 km/h
### Instruction: What is the formula for - Moving same direction: Time = (L1+L2) / (S1-S2)? ### Response: 1 m/s = 18/5 km/h
What is Pooling Layer?
Pooling Layer: reduces spatial dimensions (Max Pooling, Average Pooling)
### Instruction: What is Pooling Layer? ### Response: Pooling Layer: reduces spatial dimensions (Max Pooling, Average Pooling)
What is 2 October?
2 October: Gandhi Jayanti
### Instruction: What is 2 October? ### Response: 2 October: Gandhi Jayanti
What is SECTION 1?
SECTION 1: QUANTITATIVE APTITUDE
### Instruction: What is SECTION 1? ### Response: SECTION 1: QUANTITATIVE APTITUDE
What is If a?
If a: b = c:d then ad = bc (cross multiplication)
### Instruction: What is If a? ### Response: If a: b = c:d then ad = bc (cross multiplication)
What is Demand Draft?
Demand Draft: guaranteed payment instrument
### Instruction: What is Demand Draft? ### Response: Demand Draft: guaranteed payment instrument
What is BERT?
BERT: Bidirectional Encoder, pre-trained on masked language modeling
### Instruction: What is BERT? ### Response: BERT: Bidirectional Encoder, pre-trained on masked language modeling
What is Stride?
Stride: step size of filter movement
### Instruction: What is Stride? ### Response: Stride: step size of filter movement
What is Article 112?
Article 112: Annual Financial Statement (Union Budget)
### Instruction: What is Article 112? ### Response: Article 112: Annual Financial Statement (Union Budget)
What is DBMS?
DBMS: Database Management System (MySQL, Oracle, PostgreSQL)
### Instruction: What is DBMS? ### Response: DBMS: Database Management System (MySQL, Oracle, PostgreSQL)
What is the formula for For mutually exclusive events: P(A or B) = P(A) + P(B)?
Permutation nPr = n! / (n-r)!
### Instruction: What is the formula for For mutually exclusive events: P(A or B) = P(A) + P(B)? ### Response: Permutation nPr = n! / (n-r)!
What is Fully Connected Layer?
Fully Connected Layer: final classification layer
### Instruction: What is Fully Connected Layer? ### Response: Fully Connected Layer: final classification layer
What is the significance/value of RBI established?
RBI established: 1 April 1935
### Instruction: What is the significance/value of RBI established? ### Response: RBI established: 1 April 1935
What is the formula for SECTION 8: PARTH'S PROJECT SUMMARIES (FOR INTERVIEWS)?
================================================================================
### Instruction: What is the formula for SECTION 8: PARTH'S PROJECT SUMMARIES (FOR INTERVIEWS)? ### Response: ================================================================================
A and B can complete a work in 12 days and 18 days respectively. In how many days can they complete it together?
null
A's 1 day work = 1/12, B's 1 day work = 1/18. Together = 1/12 + 1/18 = 3/36 + 2/36 = 5/36. Days = 36/5 = 7.2 days
### Instruction: A and B can complete a work in 12 days and 18 days respectively. In how many days can they complete it together? ### Response: A's 1 day work = 1/12, B's 1 day work = 1/18. Together = 1/12 + 1/18 = 3/36 + 2/36 = 5/36. Days = 36/5 = 7.2 days
What is the significance/value of Article 19?
Article 19: Freedom of speech, assembly, movement, profession
### Instruction: What is the significance/value of Article 19? ### Response: Article 19: Freedom of speech, assembly, movement, profession
What is HCF (Highest Common Factor)?
HCF (Highest Common Factor): largest number dividing two numbers exactly
### Instruction: What is HCF (Highest Common Factor)? ### Response: HCF (Highest Common Factor): largest number dividing two numbers exactly
What is the formula for Weighted average = (w1*x1 + w2*x2 + ...) / (w1 + w2 + ...)?
Rectangle: Area = length x breadth, Perimeter = 2(l+b)
### Instruction: What is the formula for Weighted average = (w1*x1 + w2*x2 + ...) / (w1 + w2 + ...)? ### Response: Rectangle: Area = length x breadth, Perimeter = 2(l+b)
What is Conjunctions?
Conjunctions: and, but, or, nor, for, yet, so (FANBOYS)
### Instruction: What is Conjunctions? ### Response: Conjunctions: and, but, or, nor, for, yet, so (FANBOYS)
What is Pradhan Mantri Jeevan Jyoti Bima Yojana (PMJJBY)?
Pradhan Mantri Jeevan Jyoti Bima Yojana (PMJJBY): life insurance scheme
### Instruction: What is Pradhan Mantri Jeevan Jyoti Bima Yojana (PMJJBY)? ### Response: Pradhan Mantri Jeevan Jyoti Bima Yojana (PMJJBY): life insurance scheme
What is TensorFlow?
TensorFlow: model.save(), tf.keras.models.load_model()
### Instruction: What is TensorFlow? ### Response: TensorFlow: model.save(), tf.keras.models.load_model()
What is SQL?
SQL: Structured Query Language
### Instruction: What is SQL? ### Response: SQL: Structured Query Language
What is Layer normalization?
Layer normalization: stabilizes training
### Instruction: What is Layer normalization? ### Response: Layer normalization: stabilizes training
What is Article 356?
Article 356: President's Rule in states
### Instruction: What is Article 356? ### Response: Article 356: President's Rule in states
What is the formula for - Always lower than repo rate?
- Increase in CRR = less money with banks = less credit = inflation control
### Instruction: What is the formula for - Always lower than repo rate? ### Response: - Increase in CRR = less money with banks = less credit = inflation control
What is Startup India?
Startup India: support for startups and entrepreneurs
### Instruction: What is Startup India? ### Response: Startup India: support for startups and entrepreneurs
What is Register?
Register: fastest, inside CPU
### Instruction: What is Register? ### Response: Register: fastest, inside CPU
What is India's inflation measure?
India's inflation measure: CPI (Consumer Price Index) - primary
### Instruction: What is India's inflation measure? ### Response: India's inflation measure: CPI (Consumer Price Index) - primary
What is the significance/value of Article 15?
Article 15: Prohibition of discrimination
### Instruction: What is the significance/value of Article 15? ### Response: Article 15: Prohibition of discrimination
What is ResNet?
ResNet: residual connections, 150+ layers, solves vanishing gradient
### Instruction: What is ResNet? ### Response: ResNet: residual connections, 150+ layers, solves vanishing gradient
What is Check grammar?
Check grammar: noun/verb/adjective/adverb required
### Instruction: What is Check grammar? ### Response: Check grammar: noun/verb/adjective/adverb required
What is Solution?
Solution: more data, regularization, dropout, early stopping
### Instruction: What is Solution? ### Response: Solution: more data, regularization, dropout, early stopping
What is the formula for Stand-Up India: loans to SC/ST and women entrepreneurs?
================================================================================
### Instruction: What is the formula for Stand-Up India: loans to SC/ST and women entrepreneurs? ### Response: ================================================================================
What are the key concepts in Reserve Bank of India (RBI)?
RBI established: 1 April 1935 RBI nationalized: 1 January 1949 RBI headquarters: Mumbai RBI Governor: appointed by Central Government RBI is banker to government and banker of banks Functions: monetary policy, currency issue, foreign exchange management RBI regulates: commercial banks, cooperative banks, NBFCs Lender o...
### Instruction: What are the key concepts in Reserve Bank of India (RBI)? ### Response: RBI established: 1 April 1935 RBI nationalized: 1 January 1949 RBI headquarters: Mumbai RBI Governor: appointed by Central Government RBI is banker to government and banker of banks Functions: monetary policy, currency issue, fore...
What is Image preprocessing?
Image preprocessing: resize, normalize, augment
### Instruction: What is Image preprocessing? ### Response: Image preprocessing: resize, normalize, augment
What is SECTION 7?
SECTION 7: AI/ML INTERVIEW PREPARATION
### Instruction: What is SECTION 7? ### Response: SECTION 7: AI/ML INTERVIEW PREPARATION
What are the key concepts in Profit and Loss?
Profit = Selling Price - Cost Price Loss = Cost Price - Selling Price Profit% = (Profit / Cost Price) x 100 Loss% = (Loss / Cost Price) x 100 Selling Price = Cost Price x (1 + Profit%/100) Cost Price = Selling Price / (1 + Profit%/100) If two items sold at same price, one at x% profit and one at x% loss, overall loss% ...
### Instruction: What are the key concepts in Profit and Loss? ### Response: Profit = Selling Price - Cost Price Loss = Cost Price - Selling Price Profit% = (Profit / Cost Price) x 100 Loss% = (Loss / Cost Price) x 100 Selling Price = Cost Price x (1 + Profit%/100) Cost Price = Selling Price / (1 + Profit%/100) If two...
What is Cuboid?
Cuboid: Volume = l x b x h, Surface Area = 2(lb + bh + lh)
### Instruction: What is Cuboid? ### Response: Cuboid: Volume = l x b x h, Surface Area = 2(lb + bh + lh)
What is Scikit-learn?
Scikit-learn: ML algorithms, preprocessing, evaluation
### Instruction: What is Scikit-learn? ### Response: Scikit-learn: ML algorithms, preprocessing, evaluation
What is the formula for - Used in: Music Recommender project (Parth's project)?
- Based on Bayes theorem: P(A|B) = P(B|A) x P(A) / P(B)
### Instruction: What is the formula for - Used in: Music Recommender project (Parth's project)? ### Response: - Based on Bayes theorem: P(A|B) = P(B|A) x P(A) / P(B)
What is the formula for Combination nCr = n! / (r! x (n-r)!)?
================================================================================
### Instruction: What is the formula for Combination nCr = n! / (r! x (n-r)!)? ### Response: ================================================================================
What is MAE (Mean Absolute Error)?
MAE (Mean Absolute Error): average absolute difference
### Instruction: What is MAE (Mean Absolute Error)? ### Response: MAE (Mean Absolute Error): average absolute difference
What is the formula for --- Direction and Distance ---?
Turning right from North = East
### Instruction: What is the formula for --- Direction and Distance ---? ### Response: Turning right from North = East
What is Irrational numbers?
Irrational numbers: cannot be expressed as p/q. Example: sqrt(2), pi
### Instruction: What is Irrational numbers? ### Response: Irrational numbers: cannot be expressed as p/q. Example: sqrt(2), pi
What is Feature importance?
Feature importance: how much each feature contributes
### Instruction: What is Feature importance? ### Response: Feature importance: how much each feature contributes
What is Multi-head attention?
Multi-head attention: run attention multiple times in parallel
### Instruction: What is Multi-head attention? ### Response: Multi-head attention: run attention multiple times in parallel
What are the key concepts in Error Spotting?
Check subject-verb agreement Check pronoun-antecedent agreement Check tense consistency Check article usage Check preposition usage Check parallel structure in lists
### Instruction: What are the key concepts in Error Spotting? ### Response: Check subject-verb agreement Check pronoun-antecedent agreement Check tense consistency Check article usage Check preposition usage Check parallel structure in lists
What is the significance/value of India's GDP growth rate?
India's GDP growth rate: around 6-7% annually
### Instruction: What is the significance/value of India's GDP growth rate? ### Response: India's GDP growth rate: around 6-7% annually
What is the formula for Father's brother = Uncle, Father's sister = Aunt?
Brother's son = Nephew, Brother's daughter = Niece
### Instruction: What is the formula for Father's brother = Uncle, Father's sister = Aunt? ### Response: Brother's son = Nephew, Brother's daughter = Niece
What is Cube series?
Cube series: 1,8,27,64,125...
### Instruction: What is Cube series? ### Response: Cube series: 1,8,27,64,125...
What is Bugs to fix?
Bugs to fix: duplicate requirements, Dockerfile OS mismatch, float() on array
### Instruction: What is Bugs to fix? ### Response: Bugs to fix: duplicate requirements, Dockerfile OS mismatch, float() on array
What is Divisibility by 3?
Divisibility by 3: sum of digits divisible by 3
### Instruction: What is Divisibility by 3? ### Response: Divisibility by 3: sum of digits divisible by 3
What is the formula for Cylinder: Volume = pi x r^2 x h, Curved Surface Area = 2 x pi x r x h?
Cuboid: Volume = l x b x h, Surface Area = 2(lb + bh + lh)
### Instruction: What is the formula for Cylinder: Volume = pi x r^2 x h, Curved Surface Area = 2 x pi x r x h? ### Response: Cuboid: Volume = l x b x h, Surface Area = 2(lb + bh + lh)
What is 14 April?
14 April: Ambedkar Jayanti
### Instruction: What is 14 April? ### Response: 14 April: Ambedkar Jayanti
What is RBI nationalized?
RBI nationalized: 1 January 1949
### Instruction: What is RBI nationalized? ### Response: RBI nationalized: 1 January 1949
What is Lender of last resort?
Lender of last resort: RBI provides emergency funds to banks
### Instruction: What is Lender of last resort? ### Response: Lender of last resort: RBI provides emergency funds to banks
What is the formula for - cv2.resize(): resize image?
- EAR < 0.25 for consecutive frames = drowsiness detected
### Instruction: What is the formula for - cv2.resize(): resize image? ### Response: - EAR < 0.25 for consecutive frames = drowsiness detected
What is POP3/IMAP?
POP3/IMAP: receiving emails
### Instruction: What is POP3/IMAP? ### Response: POP3/IMAP: receiving emails
What is Transfer Learning?
Transfer Learning: use pre-trained model weights on new task
### Instruction: What is Transfer Learning? ### Response: Transfer Learning: use pre-trained model weights on new task
What is the formula for --- Series Completion ---?
Fibonacci: each term = sum of previous two (1,1,2,3,5,8...)
### Instruction: What is the formula for --- Series Completion ---? ### Response: Fibonacci: each term = sum of previous two (1,1,2,3,5,8...)
What is Check meaning?
Check meaning: word must fit context
### Instruction: What is Check meaning? ### Response: Check meaning: word must fit context
The ratio of A to B is 3:4 and B to C is 2:3. Find A:B:C.
null
A:B = 3:4, B:C = 2:3. Multiply to get common B: A:B = 6:8, B:C = 8:12. So A:B:C = 6:8:12 = 3:4:6
### Instruction: The ratio of A to B is 3:4 and B to C is 2:3. Find A:B:C. ### Response: A:B = 3:4, B:C = 2:3. Multiply to get common B: A:B = 6:8, B:C = 8:12. So A:B:C = 6:8:12 = 3:4:6
What are the key concepts in Series Completion?
Arithmetic series: difference is constant (2,4,6,8...) Geometric series: ratio is constant (2,4,8,16...) Fibonacci: each term = sum of previous two (1,1,2,3,5,8...) Square series: 1,4,9,16,25... Cube series: 1,8,27,64,125... Mixed series: combine two or more patterns
### Instruction: What are the key concepts in Series Completion? ### Response: Arithmetic series: difference is constant (2,4,6,8...) Geometric series: ratio is constant (2,4,8,16...) Fibonacci: each term = sum of previous two (1,1,2,3,5,8...) Square series: 1,4,9,16,25... Cube series: 1,8,27,64,125... Mixed series: c...
What is Pradhan Mantri Jan Dhan Yojana (PMJDY)?
Pradhan Mantri Jan Dhan Yojana (PMJDY): financial inclusion scheme
### Instruction: What is Pradhan Mantri Jan Dhan Yojana (PMJDY)? ### Response: Pradhan Mantri Jan Dhan Yojana (PMJDY): financial inclusion scheme
What are the key concepts in Database?
Database: organized collection of data DBMS: Database Management System (MySQL, Oracle, PostgreSQL) SQL: Structured Query Language SELECT: retrieve data INSERT: add data UPDATE: modify data DELETE: remove data Primary Key: unique identifier for each record Foreign Key: links two tables
### Instruction: What are the key concepts in Database? ### Response: Database: organized collection of data DBMS: Database Management System (MySQL, Oracle, PostgreSQL) SQL: Structured Query Language SELECT: retrieve data INSERT: add data UPDATE: modify data DELETE: remove data Primary Key: unique identifier for each...
What is the significance/value of Article 16?
Article 16: Equality of opportunity in public employment
### Instruction: What is the significance/value of Article 16? ### Response: Article 16: Equality of opportunity in public employment
What is Bank Rate?
Bank Rate: rate at which RBI provides long-term loans to banks
### Instruction: What is Bank Rate? ### Response: Bank Rate: rate at which RBI provides long-term loans to banks
What is NPA (Non-Performing Asset)?
NPA (Non-Performing Asset): loan where interest/principal overdue 90+ days
### Instruction: What is NPA (Non-Performing Asset)? ### Response: NPA (Non-Performing Asset): loan where interest/principal overdue 90+ days
What is the formula for Time = Distance / Speed?
- Moving same direction: Time = (L1+L2) / (S1-S2)
### Instruction: What is the formula for Time = Distance / Speed? ### Response: - Moving same direction: Time = (L1+L2) / (S1-S2)
What is Attention formula?
Attention formula: softmax(QK^T / sqrt(d_k)) x V
### Instruction: What is Attention formula? ### Response: Attention formula: softmax(QK^T / sqrt(d_k)) x V
What is Train/Validation/Test split?
Train/Validation/Test split: typically 70/15/15 or 80/10/10
### Instruction: What is Train/Validation/Test split? ### Response: Train/Validation/Test split: typically 70/15/15 or 80/10/10
What is Dropout?
Dropout: randomly deactivates neurons during training, prevents overfitting
### Instruction: What is Dropout? ### Response: Dropout: randomly deactivates neurons during training, prevents overfitting