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| Section | Weight | Objectives |
|---|---|---|
| Data Acquisition, Preparation and Exploration | 15% | - Data cleaning, transformation and normalization - Data collection methods (SQL, web scraping, APIs) - Exploratory data analysis and visualization |
| Statistics and Probability for Data Science | 15% | - Statistical testing and hypothesis testing - Descriptive and inferential statistics - Probability theory and distributions |
| Python for Machine Learning | 15% | - Scripting and automation for security data - Data science libraries (Pandas, NumPy, Matplotlib) - Machine learning frameworks (Scikit-learn, TensorFlow, PyTorch) |
| Machine Learning for Cybersecurity | 15% | - Security monitoring and anomaly detection - Threat hunting and behavioral analytics - Malware analysis and classification |
| Unsupervised Machine Learning | 12% | - Anomaly detection techniques - Pattern recognition in security data - Clustering and dimensionality reduction |
| Supervised Machine Learning | 15% | - Model training, validation and evaluation - Classification and regression algorithms - Feature engineering and selection |
| Deep Learning and Neural Networks | 13% | - Convolutional Neural Networks (CNN) - Autoencoders and generative models - Neural network fundamentals |
In machine learning, what is the primary goal of optimization algorithms?
Response:
Correct Answer: C 🗳️
You are analyzing the performance of machine learning models by comparing their error rates. After calculating the mean and standard deviation of the errors for each model, you notice that one model has a high standard deviation compared to the others.
What does this suggest about the model's performance, and what steps can you take to improve it?
Response:
Correct Answer: A 🗳️
P-values in hypothesis testing are used to:
Response:
Correct Answer: A 🗳️
What is 'feature importance' in the context of machine learning models?
Response:
Correct Answer: A 🗳️
Which of the following are key characteristics of genetic algorithms used in neural network optimization?
(Choose two)
Response:
Correct Answer: C,D 🗳️
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