Big Things Conference
Big Things Conference
  • 618
  • 381 033

Video

Bringing AI to Low-Income Countries to Boost Global Health, Africa Periañez Founder at benshi.ai
zhlédnutí 191Před 2 lety
Bringing AI to Low-Income Countries to Boost Global Health África Periáñez Founder & CEO at benshi.ai Keynote | Technical | English Artificial intelligence (AI) developments in healthcare tend to focus on the needs of wealthier countries, where most research is concentrated. But it is in low- and middle-income countries (LMICs), where the lack of training and resources for professionals hinder ...
Similarities and differences of Spark, Dask, and Ray by Holden Karau
zhlédnutí 2,1KPřed 2 lety
Similarities and differences of Spark, Dask, and Ray by Holden Karau at Big Thins Conference 2021
Do Data Scientists have a future in the era of Machine Learning automation? by Nerea Luis Mingueza
zhlédnutí 220Před 2 lety
Do Data Scientists have a future in the era of Machine Learning automation? by Nerea Luis Mingueza at Big Things Conference. In Artificial Intelligence, the figure of “Data Scientist” quickly found its niche in companies to create, train and experiment with data and models. All this work was done manually working with Jupyter Notebooks and Python libraries… and a lot of patience! A few years ag...
What is the role of Product Managers in an ML powered product? by Oren Steinberg
zhlédnutí 849Před 2 lety
As Machine Learning (ML) plays a growing role in products, we will take a new look at the role of Product Managers in ML powered products. From Use Case qualification and PoC design, to collaborating with data scientists and using feedback loops. We will double click on key questions: how can an ML powered product earn users trust, what role does the PM have in ascertaining data quality, what h...
The Top 5 Cutting-Edge Use Cases and Architectures for Data in Motion by Kai Waehner
zhlédnutí 239Před 2 lety
With just a few weeks of 2021 left, it’s time to make some predictions on the top use cases for data in motion to see in 2022. Given the unpredictability of 2021 this may seem brave or even a little fool-hardy but Kai Waehner is willing to strike out and offer his predictions for next year. Kai will discuss his top five cutting-edge use cases and architectures for event streaming that will be a...
Overcoming Event-driven Microservices challenges with Dapr by Carlos Mendible
zhlédnutí 751Před 2 lety
Microservices architectures are inherently distributed and building such solutions always bring interesting challenges to the table: resilient service invocation, distributed transactions, on-demand scaling, idempotent message processing and more. Deploying Microservices on Kubernetes doesn’t solve these problems and Developers need to learn and use many SDK’s on top of frameworks such as .NET,...
ID document verification system for an easy and secure eID onboarding by Jesús Alonso and Kais Dai
zhlédnutí 423Před 2 lety
Electronic identities (eIDs) have emerged as a novel way of identity proving under the umbrella of the digital revolution the society is experiencing in the last decades. Within these solutions access is successfully provided by means of either a password or a set of biometric features. However, these access methods are not enough for the onboarding process in which the digital identity is crea...
Production-grade ML Pipelines - From Data To Metadata by Jörg Schad
zhlédnutí 220Před 2 lety
It is well known that data quality and quantity are crucial for building Machine Learning models, especially when dealing with Deep Learning and Neural Networks. But besides the data required to build the model itself, there is another often overlooked type of data required to build a production-grade Machine Learning Platform: Metadata. Modern Machine Learning platforms contain a number of dif...
Implementing a multi-cloud CDP in Google Compute Platform by Kevin Daly and Juan Manuel Pozo
zhlédnutí 174Před 2 lety
Our purpose is to provide an analysis of the basic objectives and value propositions of any Customer Data Platform by encouraging discussion with participants and sharing our own experience. In this sense, we would like to have the opportunity to present a production use case of a multi-cloud Customer Data Platform. A posteriori, to enrich our presentation, we will start a discussion on the rea...
Zoom for All by Harry D. Moseley
zhlédnutí 31Před 2 lety
Over the last year, workforces everywhere have had to navigate the pandemic’s many ups and downs. For many, offices were re-opened, then closed again. If there is anything we’ve learned from this, it’s that we need to better prepare our organizations to be flexible and adapt quickly to change.
AI Opens New Doors for Meaningful Participation in Wildlife Research by Jason Holmberg
zhlédnutí 82Před 2 lety
While many companies struggle to understand how AI will change their industries, wildlife conservation has no lack of immediate challenges for the data science and machine learning skills often locked up in large, for-profit organizations. From spotted hyenas to leafy seadragons, there is an amazing window of opportunity for technologists to be a part of deeply meaningful discoveries in collabo...
The Future of the Global Space Industry in an Exponential World by Emeline Paat-Dahlstrom
zhlédnutí 48Před 2 lety
Over the past decade, the global space industry has been growing at an accelerated pace. From reusable rockets, to opportunities for private space flights and tourism, to up and coming cis-lunar activities by both governmental agencies and private companies. Space as the next frontier is fueling new interest from investors and startups across the globe. The speaker will explore the current and ...
How long does it take to sell my home? Survival analysis in housing markets by Alessandro Galesi
zhlédnutí 146Před 2 lety
It is common to have many doubts when dealing with real estate markets. When looking for a house, we usually ask ourselves “How much should that house be worth?” or “Is there a neighborhood similar to the one I like?” On the contrary, when selling a house, apart from the obligatory doubt, “At which price should I put the ad?”, we might ask ourselves “Why can’t I sell my apartment? or “How can I...
Space Traffic Management - The future of spaceflight by Kai-Uwe Schrogl
zhlédnutí 158Před 2 lety
Outer Space is getting more and more congested and contested. Governmental and private, scientific and commercial as well as civilian and military space activities expand in an unknown speed. Starting with a US-Soviet space race, we now see more than 70 countries operating their own satellites. Furthermore a global space economy has developed, which now amounts to more than 350 billion Euros an...
NLP in Legaltech - Empowering our lawyers with language models by Álvaro Barbero
zhlédnutí 1,2KPřed 2 lety
NLP in Legaltech - Empowering our lawyers with language models by Álvaro Barbero
Let me Share my Source Code! Hacking Frank’s DNA by Frank Munz
zhlédnutí 88Před 2 lety
Let me Share my Source Code! Hacking Frank’s DNA by Frank Munz
User Oriented Development Process by Viacheslav Kovalevskyi
zhlédnutí 128Před 2 lety
User Oriented Development Process by Viacheslav Kovalevskyi
Process Mining by Alberto Fernández & Marta Arranz
zhlédnutí 38Před 2 lety
Process Mining by Alberto Fernández & Marta Arranz
Working with time-series data at scale by Javier Ramírez
zhlédnutí 150Před 2 lety
Working with time-series data at scale by Javier Ramírez
How Transformers can “transform” how we fight against fake news by Rubén Míguez
zhlédnutí 156Před 2 lety
How Transformers can “transform” how we fight against fake news by Rubén Míguez
Cabimaps: Can we beat routing providers at their own machine learning game? by Jesús Montes
zhlédnutí 586Před 2 lety
Cabimaps: Can we beat routing providers at their own machine learning game? by Jesús Montes
Building Data Literacy as the Foundation of your Enterprise Data Culture by Eva Murray
zhlédnutí 92Před 2 lety
Building Data Literacy as the Foundation of your Enterprise Data Culture by Eva Murray
Graph Data Science by Paco Nathan
zhlédnutí 187Před 2 lety
Graph Data Science by Paco Nathan
Change for the Better: Improving Predictions by Automating Drift Detection
zhlédnutí 396Před 2 lety
Change for the Better: Improving Predictions by Automating Drift Detection
Data Fabric, Transform your Frozen Data into liquid adaptable Data by Oscar Mendez at #BIGTH21
zhlédnutí 120Před 2 lety
Data Fabric, Transform your Frozen Data into liquid adaptable Data by Oscar Mendez at #BIGTH21
Good AI for Good by Richard Benjamins at #BIGTH21
zhlédnutí 124Před 2 lety
Good AI for Good by Richard Benjamins at #BIGTH21
Unexplainable AI: Why machines are acting in that way by Moisés Martínez at #BIGTH21
zhlédnutí 100Před 2 lety
Unexplainable AI: Why machines are acting in that way by Moisés Martínez at #BIGTH21
How to use technology to solve the greatest challenges of our Planet? by Nacho Rivera at #BIGTH21
zhlédnutí 148Před 2 lety
How to use technology to solve the greatest challenges of our Planet? by Nacho Rivera at #BIGTH21
AI for Accessibility: how I became a developer by Sandra Timón and Ane Iturzaeta at #BIGTH21
zhlédnutí 107Před 2 lety
AI for Accessibility: how I became a developer by Sandra Timón and Ane Iturzaeta at #BIGTH21

Komentáře

  • @hygro9625
    @hygro9625 Před 3 dny

    28:21 "can we use this to measure multiple events that overlap in time?" "that's an open research question" Well I hope someone answered that in the last 8 years because that's why I'm here

  • @sarnathk1946
    @sarnathk1946 Před 11 dny

    Its all imputation finally :) I loved the approach! Thanks for the presentation!

  • @sabyasachidas142
    @sabyasachidas142 Před měsícem

    Wow this video was posted 7 years ago and it is still so relevant today, in the world of “AI”. Great presentation and some of the questions answered at the end were spot on. Thanks for the awesome presentation!

  • @Snayderstone
    @Snayderstone Před měsícem

    Thank you for this video, it helped me a lot for my research. you're great

  • @AanyaKatiyar-u5j
    @AanyaKatiyar-u5j Před 2 měsíci

    How to take out transaction of each block?

  • @mumtahinahzia7312
    @mumtahinahzia7312 Před 2 měsíci

    Excellent presentation.. Thank you!

  • @wilzaidan
    @wilzaidan Před 6 měsíci

    If you could travel to the future from when you posted this video, you would come to a conclusion that in 2024 this is still extremely relevant. Great presentation!

  • @user-db3pw5ly9x
    @user-db3pw5ly9x Před 7 měsíci

    i would like to make the option at 16:30 - pre-intervention, intervention and post-intervention, not only the classic pre and post period

  • @tamas5002
    @tamas5002 Před 10 měsíci

    He is amazing presenter! Many thanks

  • @davidpomerenke3233
    @davidpomerenke3233 Před rokem

  • @katyasotiris9667
    @katyasotiris9667 Před rokem

    Thank you for the presentation. Must be noted that the validity of this approach is entirely dependent on the ability to accurately extrapolate the control scenario based on observational data. In a nutshell, it relies on our ability to 'randomize' the treatment and control groups via adequate control variables. If, on the other hand, we miss a key variable in our extrapolation model, the estimated causal effect of the variable in question will be biased. This causal estimation is nothing but a way to approximate a randomized experiment scenario via a model which attempts to control for all relevant outcome drivers.

    • @noufamukhtar6507
      @noufamukhtar6507 Před 10 měsíci

      Exactly I agree with you, It is like a prediction based on a prediction.

  • @yogeshdhingra4070
    @yogeshdhingra4070 Před rokem

    Such a great explaination! Thank you

  • @ayushtripathi4228
    @ayushtripathi4228 Před rokem

    Kay has very concisely explained what a super power a Marketing Analyst has to their exposure. He is a really good presenter.

  • @rajavelks6861
    @rajavelks6861 Před rokem

    Thanks, Kay Brodersen Rajavel KS, Bengaluru.

  • @programmingwithjackchew903

    what if we only got post period, is it feasible to do it?

  • @hadassahmakuwe3382
    @hadassahmakuwe3382 Před rokem

    Great presentation 👏

  • @spikeydude114
    @spikeydude114 Před rokem

    Great video

  • @vladimirtoomach
    @vladimirtoomach Před 2 lety

    окей, если несколько тритментов, почему мы не можем посчитать один, а потом его вычесть из временного ряда во втором тритменте, чтобы оставить влияние только одного изменения?

  • @Yorockers
    @Yorockers Před 2 lety

    I was reading the reaseach paper but got to know about your video and my week work covered by your 30:38 mins. Amazing presentation!!!!

  • @micaelakulesz9387
    @micaelakulesz9387 Před 2 lety

    FANTASTIC Presentation!

  • @javierdelgadonoriega8204

    What if we dont have a high correlated time series to train the model ¿

  • @albertjtyeh53
    @albertjtyeh53 Před 2 lety

    Cut off at the end =(

  • @calidata
    @calidata Před 2 lety

    Can independent variables in the above example be considered to be instrumental variables?

  • @sm11ax
    @sm11ax Před 2 lety

    This is so amazing

  • @veronicanwabufo5905
    @veronicanwabufo5905 Před 2 lety

    Wow. I have finally found the answers to what has been bugging my head for a long time. Thanks a lot!

  • @soonmi8278
    @soonmi8278 Před 3 lety

    Wow! Really cool library, amazing presentation. Can't believe I didn't know this was a thing.

  • @rodrigodiazvivar2282
    @rodrigodiazvivar2282 Před 3 lety

    Great presentation, it is not only a paper issue but an actual one. It really works.

  • @rickmanofthealan3625
    @rickmanofthealan3625 Před 3 lety

    I keep being amazed!

  • @thesepages2316
    @thesepages2316 Před 3 lety

    Fantastic talk! Thanks for sharing

  • @marcoceran4669
    @marcoceran4669 Před 3 lety

    Amazing presentation, I am currently working with this tool and you made things so much clearer, congratulations

  • @fabianguiza2420
    @fabianguiza2420 Před 3 lety

    Fantastic talk. Thanks for sharing

  • @gbpavansivakumar3255
    @gbpavansivakumar3255 Před 3 lety

    Really different approach! I really feel good when I love your presentation

  • @dani0qiu0china
    @dani0qiu0china Před 3 lety

    very illustrative. thx

  • @statisticalworld1133
    @statisticalworld1133 Před 3 lety

    Hi Great job!!! Could you please tell me your email address or email me on naeemurself@gmail.com? I am also working on feature selection and I am want to know some about some problems personally. Thanks in advance.

  • @ChristopherKeune
    @ChristopherKeune Před 3 lety

    This made my career

  • @lemmiTry
    @lemmiTry Před 4 lety

    Best explanation on prescriptive I found so far. Thank you.

  • @xdxn2010
    @xdxn2010 Před 4 lety

    great talk and great questions from Q&A session. want to know more about how to choose the predictor time series.

  • @jingbohou4471
    @jingbohou4471 Před 4 lety

    A very clear presentation about the CAUSAL IMPACT tool! Thanks!

  • @dwhdai
    @dwhdai Před 4 lety

    Great talk!

  • @gasparhugoavitferrero280

    His way of hmm hmm..., speaking is just hmm hmm hmm frustating. I had to use x1.5 speed.

  • @adriansanchez8909
    @adriansanchez8909 Před 4 lety

    any way to get the data set of the link? it seems missing

  • @user-wi9po1ki6l
    @user-wi9po1ki6l Před 5 lety

    excellent explanation!

  • @lakshmank
    @lakshmank Před 5 lety

    Excellent Presentation on Causal Analysis

  • @smokyprogg
    @smokyprogg Před 5 lety

    This man is a hack fraud.

  • @mayankgarg3609
    @mayankgarg3609 Před 5 lety

    One of the best presentations. Thanks a ton for explaining this so beautifully!

  • @MrGgalla
    @MrGgalla Před 5 lety

    thanks

  • @amomasi9909
    @amomasi9909 Před 5 lety

    Dude this was incredible. Went through the whole work flow so well. Thank you.

  • @amomasi9909
    @amomasi9909 Před 5 lety

    I can't read that s-expression guys. Please help. I'm desperately trying to follow.

    • @amomasi9909
      @amomasi9909 Před 5 lety

      GOT IT! Edit: The expression is (with JSON) ["if",["=",["field","loan_status"],"Full Paid"], "Good", "Bad"] Or (in Lisp): (if (= (field "loan_status") "Fully Paid") "Good" "Bad")

  • @ebendaggett704
    @ebendaggett704 Před 5 lety

    You, sir, are an outstanding presenter. This was perfect. Thank you for developing and releasing the package and thank you for providing this excellent presentation.

  • @zapy422
    @zapy422 Před 5 lety

    Is there a guide to design a model architecture: number of layers, nodes... ?