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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Visualization and Storytelling | 5% | - Create effective visualizations - Communicate results to stakeholders |
| Topic 2: Collect and Explore the Data | 15% | - Perform descriptive statistics and exploratory analysis - Identify and access data sources in Watson Studio - Detect patterns, outliers, and correlations |
| Topic 3: Governance and Compliance | 5% | - Model governance and lineage tracking - Data security and privacy regulations |
| Topic 4: Build the Model | 20% | - Select appropriate ML algorithms - Train models using Watson AutoAI and SPSS - Compare and select best performing models - Perform hyperparameter tuning |
| Topic 5: Deploy the Solution | 10% | - Monitor model performance post-deployment - Deploy models as APIs in Watson - Ensure scalability and reliability |
| Topic 6: Understand the Business Problem | 12% | - Translate business requirements into data science objectives - Apply data science methodologies (CRISP-DM) - Define success metrics and constraints |
| Topic 7: Evaluate the Model | 15% | - Assess classification/regression metrics - Identify bias and overfitting - Validate model generalizability |
| Topic 8: Prepare the Data | 18% | - Clean, transform, and normalize datasets - Use Watson tools for data preparation - Feature engineering and selection - Handle missing values and outliers |
1. Automating data processing and model deployment with jobs in Watson Studio helps to:
A) Increase the need for manual intervention in the model lifecycle
B) Enhance the reproducibility and efficiency of model deployments
C) Limit the ability to update models based on new data
D) Reduce the scalability of deployed solutions
2. What is the primary purpose of partitioning data into training and test sets?
A) To evaluate the model's performance on unseen data
B) To maximize the accuracy of the model by using all data for training
C) To ensure that the model gets exposed to all possible data scenarios during training
D) To increase the computational efficiency of model training
3. What is a key disadvantage of using Grid Search for hyperparameter tuning?
A) It is too quick and may miss out on evaluating some hyperparameters
B) It can be computationally expensive and time-consuming due to its exhaustive nature
C) It requires no prior knowledge of the hyperparameters
D) It is unable to handle discrete parameters
4. Cloud Pak for Data's integration with Spark allows users to:
A) Avoid using any form of data processing or analysis
B) Leverage distributed computing for processing large datasets efficiently
C) Use Spark exclusively for data visualization purposes
D) Perform complex computations on small datasets only
5. Which statement describes bagging?
A) Building models and using their output as features into a final model.
B) Building models with artificial neural networks based on the sharedweight architecture of the convolution kernels or filters.
C) Building models sequentially and evaluating the success of earlier models. It combines a set of weak learners into a strong learner.
D) Building models in parallel and aggregating their predictions to select the final prediction.
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: B | Question # 5 Answer: D |
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