Robot-to-Robot¶
This section pulls back the curtain to reveal what DataRobot employees talk about in Slack. No surprises here—data science is still top of mind.
| Use case | Description |
|---|---|
| Model integrity and security | What measures does the platform support to assure the integrity and security of AI models? |
| Single- vs. multi-tenant SaaS | What's the difference between the two deployment options with respect to DataRobot SaaS? |
| ACE score and row order | How is sampling done in EDA2 when calculating ACE scores? |
| Redundant features explained | What makes a feature redundant? |
| Import .tf or .keras? | Have you looked at custom models? |
| N-grams and prediction confidence | What tools help understand n-gram predictions? |
| GPU vs. CPU | What's the difference between GPUs and CPUs? |
| Prediction Explanations on small data | Can you get Prediction Explanations for a small dataset? |
| Neural nets and tabular data | Do you need neural networks for tabular data? |
| PCA and K-Means clustering | What's the impact of PCA on KMeans? |
| Default language change with Japanese | Why did the default language change when modeling Japanese text features? |
| Let's talk target leakage | Why might target leakage show intermittently? |
| Normalizing for monotonicity | Can you help me with monotonicity? |
| An interesting way to use a payoff matrix | Consider justifying cost vs. identifying profit drivers. |
| Target transforms | How does transforming your target help ML models? |
| Dynamic time warping | What should I look out for with dynamic time warping? |
| Multiple reduced feature lists | Can I have multiple Reduced Features lists for one project? |
| NPS in DataRobot | Has anyone worked with net promoter scores (NPS)? |
| Word Cloud repeats | Why would a term would show up multiple times in a word cloud? |
| Ordered categoricals | Does DataRobot recognize ordered categoricals? |
| Offset/exposure with Gamma distributions | How does DataRobot treat exposure and offset in model training with the target following a Gamma distribution? |
| Poisson optimization metric | When to use Poisson as the optimization metric in a project and why. |
| Training on large datasets | Describes sampling approaches that can be used when training on larger datasets. |
| Optimal binning in DataRobot | Does DataRobot help perform optimal binning? |
| Calibration for XGBoost probabilities | Do you need to calibrate XGBoost probabilities for binary classifiers? |
Updated September 18, 2023
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