DBTB INT Parag Namjoshi

sure my name is parag name joshi and i sure my name is parag name joshi and i am a principal engineer at work day it's am a principal engineer at work day it's meeting a lot of smart people and meeting a lot of smart people and hearing them talk about really cool hearing them talk about really cool topics there's a talk from google about topics there's a talk from google about bigquery that was very interesting in bigquery that was very interesting in the initial talk with my jay was also the initial talk with my jay was also very interesting i think there are a lot very interesting i think there are a lot of really good speakers so interacting of really good speakers so interacting with them is a really great experience with them is a really great experience and of course just great to interact and of course just great to interact with the community which is probably the with the community which is probably the one of the best in the world data is the one of the best in the world data is the feature so in in particular for work day feature so in in particular for work day work there has been a transaction work there has been a transaction company for last 10 years and right from company for last 10 years and right from co downwards everybody recognizes that co downwards everybody recognizes that the future of the company is the data the future of the company is the data and how do we utilize all these and how do we utilize all these transactions that we have stored how can transactions that we have stored how can we leverage the amusing AI and provide we leverage the amusing AI and provide maximum value to our customers so think maximum value to our customers so think that's the most exciting thing that that's the most exciting thing that everybody understands now that everybody understands now that transactions and many of the thing many transactions and many of the thing many other things that made this company other things that made this company successful till today are going to successful till today are going to become commodities what is good what is become commodities what is good what is going to make this company stand out going to make this company stand out from others is how they utilize the data from others is how they utilize the data and I think that's why the data is so and I think that's why the data is so cool from them from my talk I guess the from them from my talk I guess the important lesson is that you need to important lesson is that you need to know what is the validation know what is the validation methodologically use especially for methodologically use especially for predictive classification problems it's predictive classification problems it's very easy to use the wrong methodology very easy to use the wrong methodology and get misleading results and going and get misleading results and going production it's really crucial that we production it's really crucial that we you get the validation into nology right you get the validation into nology right everything else will follow learn a lot everything else will follow learn a lot of probability and statistics especially of probability and statistics especially for people who come from ml and CS for people who come from ml and CS background some of them have weaknesses background some of them have weaknesses in probability and statistics we need to in probability and statistics we need to learn and overcome those obstacles to learn and overcome those obstacles to become good data scientists and then to become good data scientists and then to become great user to practice and become great user to practice and practice and practice you