help students be ready for college‚ and improve their behavior as a whole. “The top goals set forth for this program were to increase attendance‚ improve academic achievement and reduce disciplinary infr
Recently, Machine learning (ML)-based approaches have proven to be one of the most prominent tools used for solving HO optimization problems in UDN [20]. ML techniques rely on data generated from cellular networks. They have an advantage over analytical optimization techniques because they can lea...
Just as students in a school, every algorithm learns differently. But with the diversity of approaches available, it’s only a matter of picking the best way to help your neural network learn the ropes.
The IM problem can be formulated as a decision-making problem and it can be solved by reinforcement learning (RL) methods, which are powerful tools for Markov decision processes (MDP). These methods can capture the probabilistic structure of the environment (here is network) and find an optimal...
Deep reinforcement learning is considered an effective technology in quantum optimization and can provide strategies for optimal control of complex quantum systems. More precise measurements require simulation control at multiple experimental stages. Based on this, we improved a multi-objective deep reinforce...
People typically overestimate the likelihood of positive events and underestimate the likelihood of negative events. This cognitive trait in (healthy) humans is known as the optimism bias and has been repeatedly evidenced in many different guises and populations2–4such as students projecting their sal...
The first step for a data scientist is to develop the training script. The training script for the Minecraft sample is onGithub. A typical experience involves iterative development using a combination of local or cloud hosted notebooks, and development tools such as Visual Studio C...
Therefore, exploration in both directions is wasteful since the parts of the action space where past policies had high density are likely to have already been explored. This phenomenon is shown in Figure 1b. Since the policy πcurrentis Gaussian and symmetric around the ...
Intelligence testing and standardized tests for academic purposes are used as assessment tools too so that educators can gauge a student's knowledge to know if they are competent in the material. This can impact whether a person passes or fails a cl...
in I realized I still didn't understand anything so went back to watch another lecture which covered even more fundamental topics, etc. until I went back 10 lectures. It has been depressing at times (like trying to climb vertical, treacherous, slippery walls of ice without the right tools)...