Behaviours

Proficient With Machine Learning Techniques

Understands the basics of various machine learning algorithms, including supervised, unsupervised, and reinforcement learning.

Behaviours

Proficient With Machine Learning Techniques

Can you share a project where you used supervised learning?

Behaviours CARD

Proficient With Machine Learning Techniques

Understands the basics of various machine learning algorithms, including supervised, unsupervised, and reinforcement learning.

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BEHAVIOURS CARD

The card itself

Pages 197 and 198 of the Better Deck.

Front

Behaviours

Proficient With Machine Learning Techniques

Understands the basics of various machine learning algorithms, including supervised, unsupervised, and reinforcement learning.

Behaviours

Proficient With Machine Learning Techniques

Can you share a project where you used supervised learning?

Back

Behaviours

Proficient With Machine Learning Techniques

Understands the basics of various machine learning algorithms, including supervised, unsupervised, and reinforcement learning.

Behaviours

Proficient With Machine Learning Techniques

Can you share a project where you used supervised learning?

FRONT OF CARD

Front text

Extracted from page 197.

1. Understanding of various machine learning algorithms, including supervised, unsupervised, and reinforcement learning.

2. Proficiency in using machine learning libraries and frameworks, such as scikit-learn, TensorFlow, or PyTorch.

3. Knowledge of data preprocessing techniques, feature engineering, and dimensionality reduction methods to enhance model performance.

4. Understanding of model evaluation metrics and techniques to assess the performance and reliability of machine learning models.

5. Ability to address issues related to overfitting, underfitting, and bias-variance trade-offs in machine learning models.

6. Knowledge of advanced machine learning concepts, such as ensemble methods, deep learning, or transfer learning, and their practical applications.

IMPACT P R O F I C I E N T W I T H M A C H I N E L E A R N I N G T E C H N I Q U E S

Better The Deck

CRAFT (MIMTSK) CHARACTER (WIRE) CAPACITY (ME) DRIVE (TV) =

BACK OF CARD

Back text

Extracted from page 198.

1. Can you share a project where you used supervised learning? What problem did it solve, and why was this approach suitable?

2. How do you choose between unsupervised and supervised learning for a new AI problem? Can you share an experience when choosing one significantly impacted the outcome?

3. Could you share an experience applying reinforcement learning to an AI problem? Why did you choose this method?

4. Have you used multiple machine learning algorithms in a project? How did you combine these approaches for a better solution?

5. How do you stay updated on new machine learning algorithms and techniques, and how has this influenced a recent project?

COMPETENCIES FOR WORKING WITH ARTIFICIAL INTELLIGENCE – MACHINE LEARNING P R O F I C I E N T W I T H M A C H I N E L E A R N I N G T E C H N I Q U E S

Better The Deck

REFER TO COACHING ROUND THREE INSTRUCTIONS

FRAMEWORK CONTEXT

Where this card fits

Coaching rounds

Round 3 - Connect to Competencies Translate capability needs into observable behaviours that can be sorted and coached.

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Recipes

Better Performance for a Person Diagnose what is really driving underperformance or excellence in an individual.
Better Coaching (Full) Run the complete six-round coaching cycle using the full Better deck.
Better Self-Reflection Use the deck as a mirror for structured self-awareness and honest development choices.
Better Performance for a Team Calibrate a team against what actually matters and surface collective hot spots.
Better Role Design Define a role by connecting capabilities, competencies, catalysts, and priorities.
Better Starts Use the deck to sharpen project initiation, scoping, and role alignment.

Proficient With Machine Learning Techniques

Proficient With Machine Learning Techniques

Proficient With Machine Learning Techniques

The card itself

Proficient With Machine Learning Techniques

Proficient With Machine Learning Techniques

Proficient With Machine Learning Techniques

Proficient With Machine Learning Techniques

Front text

Back text

Where this card fits

Coaching rounds

Recipes

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