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Interview - Coggle Diagram
Interview
Tech Stack
CI/CD
Docker
Cloud
Databases
ML Frameworks
Microservices
Pandas
ML Operations
What are Best practics in ML procution ?
Fields
Reinforcement Learning
CNN's
Supervised Learning
Unsupervised Learning
Data
Datasets
Data Leakage
Target leakage
Predictors include data that are not available at the time of prediction
Timing or chronological order
Train-test contamination
Train-test-validate cycle
Exploration
Visualization
Bias and Variance
Tradeoff
Biases
Historical Bias
Representation Bias
Measurement Bias
Aggregation Bias
Evaluation Bias
Deployment Bias
Methods
Root-Cause Analysis
Outlier detection
feature_selection
feature engineering
Target encoding
Dimensionality Reduction
PCA
Evaluation
cross validation
When to use ?
Shapely Additive Explanations
Permuation importance
Working topics
Data Science generalist to support IT
Manifacturing intelligence
Predicting cross-program software quality issues
Multilingual contract analysis
Reputation analytics
Cash flow analytics
Algo
Gradient Boosting
Tree methods
Least squares regression
Lasso
Shrinkage
GAN's
