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      <image:caption>Figure 1: Diagram illustrating the core concepts around agent, environment, state, action, and reward within a Markov Decision Process (MDP)</image:caption>
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      <image:title>Articles - The fundamental theorem of reinforcement learning: the bellman equation</image:title>
      <image:caption>Figure 1: Consider two actions, A in blue and B in red, that have prediction value distribution densities shown above. Given a result (a), we have three options for increasing our ability to resolve the difference between the two actions. We can (b) reduce their variance, (c) increase the difference in their means, and/or (d), not shown, we can increase the number of samples. However, note that our resolving power only goes up by the square-root of the number of samples, so it is a potentially expensive or impossible solution.</image:caption>
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    <image:image>
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      <image:title>Management - Make it stand out</image:title>
      <image:caption>Project planning occurs on three levels. At the top, we break each project up into one-month sprints (here, we show a project covering three months). In the middle, each sprint covers a group planning meeting, weekly one-on-ones, and weekly stand-ups (not shown). At the end of each sprint, we conduct two additional group review meetings covering stakeholder deliverables and self-reflection for improving our process in the future. At the bottom, each one-on-one follows a similar format to identify and remove blockers, review the pace of deliverables, and to discuss each employee’s career goals and how they fit into the larger picture.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5eceb791c1fe2b6f180589a3/0aacb702-a878-4f8d-87a5-717e2176cb4e/output-onlinepngtools-4.png</image:loc>
      <image:title>Management - Make it stand out</image:title>
      <image:caption>Each project is planned with three tiers of deliverables: baseline goals which are required from each employee, Intermediate goals that are expected, and reach goals that motivate our employees and open up potential new opportunities. Since the results of each tier inform the ones above it, we encourage each employee to work from the bottom to the top.</image:caption>
    </image:image>
  </url>
</urlset>

