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with p the general probability of rain in Dublin, P(rainy | 3 friends say it's raining) = 8/(7+1/p)

Muti-dimentional data means data with many features. We usually group by specific features and then calculate the summary statistics, using histogram. For example, in sales data, we can group by product category, and count the number of sales per week to understand top N product. 

In my previous role, I led a team to launch a new kit. The team included individuals from product support, segment marketing, sales, and customer support, and we were tasked with launch the product to market within a specific time frame to address a rising demand.

We faced the challenge of managing tight deadlines and aligning cross-functional teams with diverse priorities. To address this, I ensured that everyone understood the key objectives and customer needs, fostering collaboration and creating a detailed project roadmap. I set clear milestones and facilitated regular check-ins to ensure we were on track.

One of the biggest hurdles was getting buy-in from the sales team on the new product's value proposition. I worked directly with sales leaders to develop tailored sales tools and training materials, ensuring the team could effectively communicate the product’s benefits to customers.

By maintaining a clear focus on customer needs and empowering the team to collaborate effectively, we launched the product on time, surpassing adoption targets by 15% in the first quarter. This experience reinforced the importance of strategic planning, transparent communication, and making customer satisfaction a central part of the team’s mission.

I try to understand their point of view and be open to new ideas. If I listen without being defensive I know  the other party will also listen. That way we can take the best idea from both and come up with great solution.

i was head of events in a student activity called aces and it was a magnificent experience as i gathered a team wich i chose by myself and my partner as they all were hardworkers and creative thinkers of course we had some trouble with them as some of them were being lazy about doing there tasks or procranstinating but we were able to motivate them each time so they would give their best