Gautam Singh - Execution and Control of Operations (ECO)

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Gautam Singh

Execution and Control of Operations (ECO) - APICS - The Santa Clara Valley Chapter Certificate

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Gautam Singh - Execution and Control of Operations (ECO)

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• Applied DMAIC technique to support staffing team of Tesla motors, by reducing time to hire contingent workers • Root cause analysis was done to identify the worker shortage in production team and later improvements methods were applied, which led to efficiency in hiring from 44.85-71.77% • Tools used: Design: Charter, Pareto, CTQ; Measure: SIPOC, Fish bone/Ishikawa, Statistics, XY-diagram; Analyse: Root cause analysis, FEMA, Hypothesis; Improve: 5 Why’s, VSM; Control: SPC or control chart

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Wees maar niet angstig voor de workshop van deze twee rekendocenten. Het is geen optelsom van negatieve getallen en ook geen ABC' tje van Pythagoras. Je kunt erop rekenen dat welzijn voorop staat. We besteden namelijk aandacht aan vragen als: hoe herken je studenten die angstig zijn voor het vak dat je geeft? Wat doet angst met je? Hoe ga je om met uitingen van angst, zoals bevriezen, vechtgedrag of vluchtgedrag? Leer het te herkennen en ermee om te gaan. Aan het eind van de workshop heb je een bruikbare handreiking en weet je naar wie je studenten kunt doorsturen die je niet kunt helpen.

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This research is developing an incubator system that integrates the internet of things and artificial intelligence to improve care for premature babies. The system workflow starts with sensors that collect data from the incubator. Then, the data is sent in real-time to the internet of things (IoT) broker eclipse mosquito using the message queue telemetry transport (MQTT) protocol version 5.0. After that, the data is stored in a database for analysis using the long short-term memory network (LSTM) method and displayed in a web application using an application programming interface (API) service. Furthermore, the experimental results produce as many as 2,880 rows of data stored in the database. The correlation coefficient between the target attribute and other attributes ranges from 0.23 to 0.48. Next, several experiments were conducted to evaluate the model-predicted value on the test data. The best results are obtained using a two-layer LSTM configuration model, each with 60 neurons and a lookback setting 6. This model produces an R 2 value of 0.934, with a root mean square error (RMSE) value of 0.015 and a mean absolute error (MAE) of 0.008. In addition, the R 2 value was also evaluated for each attribute used as input, with a result of values between 0.590 and 0.845.

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