Power consumption prediction models

ujjwalll commented 5 years ago

Abstract (2-3 lines) In today's world, one of the major problems that are faced by us is a shortage of power resources in our world. Electricity is being produced by burning fossil fuels in many of the countries around the world, and we know that we have a shortage of them. So, one solution that comes in our mind is we can save electricity, but how can we save electricity when we are just ignorant towards it. My talk focuses on how we can collect data from the homes, offices, institutions, etc. and we can analyze their power consumptions and predict their power which is going to be consumed the next day.
Brief Description and Contents to be covered In this talk, I am going to show how we can collect various data which is required for our analysis, how to visualize that data, how to use that data to predict the power consumption for institutions using techniques like LSTM, ML, etc.
Pre-requisites for the talk Basic knowledge of ML and graphs.
Time required for the talk Around 20 - 30 mins
Link to slides https://slides.com/ujjwalsingh-1/deck-2/fullscreen
Will you be doing hands-on demo as well? Yes
Link to ipython notebook (if any) To be added
About yourself I am Ujjwal Singh, a first-year undergrad at IIIT Delhi. I have completed lots of project in my freshman year related to machine learning, data visualization and data organization to predict models based on that.
Are you comfortable if the talk is recorded and uploaded to PyData Delhi's YouTube channel ? Yes.
Any query ? No.

MSanKeys963 commented 5 years ago

Hi, @ujjwalll. Are you done with the slides?

ujjwalll commented 5 years ago

I'll upload it by tomorrow for sure.

MSanKeys963 commented 5 years ago

@shagunsodhani please have a look at slides.

shagunsodhani commented 5 years ago

Hey @ujjwalll Thanks for the slides. Following are some of the changes that should make the slides more useful:

Slide The last two are not applications of ML.
The ticks on the x-axis for some plots are overlapping.
Slide seems to be missing content. There is no description of the approach.
Are you planning to talk about the visualizations as well? I mean going to explain anything about them?

Sriram-45 commented 1 year ago

Do you have any code for this??

pydatadelhi / talks