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    The Day – In a bleak economy, these companies are flourishing

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    How to wind down stimulus – As the economy recovers fiscal policy has to shift | Leaders

    How to wind down stimulus – As the economy recovers fiscal policy has to shift | Leaders

    Advocacy Groups Unveil Plan For A 21st Century Coal-County Economy

    Advocacy Groups Unveil Plan For A 21st Century Coal-County Economy

    Buy Local and Save the Economy

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    Kenney announces plan to reboot Alberta economy

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    Coronavirus reveals the precarious position of women in ‘disposable workforce’

    Coronavirus reveals the precarious position of women in ‘disposable workforce’

    Former Cedars ER Doc Charged with Sexually Assaulting Four Women – NBC Los Angeles

    Former Cedars ER Doc Charged with Sexually Assaulting Four Women – NBC Los Angeles

    Three Earn Women’s Golf Academic Honors

    Three Earn Women’s Golf Academic Honors

    Women’s Golf’s Cooper, Kouskova named WGCA All-American Scholars

    Women’s Golf’s Cooper, Kouskova named WGCA All-American Scholars

    Women’s cricket is different sport, don’t make superfluous changes: Shikha Pandey | Cricket News

    Women’s cricket is different sport, don’t make superfluous changes: Shikha Pandey | Cricket News

    Why women may fair better with COVID-19

    Why women may fair better with COVID-19

    Developing regions’ women struggling

    Developing regions’ women struggling

    JK Rowling deletes tweet praising Stephen King after he supports trans women

    JK Rowling deletes tweet praising Stephen King after he supports trans women

    Education programming for refugee women & girls: Findings from a needs assessment study – Bangladesh

    Education programming for refugee women & girls: Findings from a needs assessment study – Bangladesh

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    Air bridges: Boris Johnson confirms Britons can travel using air bridge agreement | Travel News | Travel

    Air bridges: Boris Johnson confirms Britons can travel using air bridge agreement | Travel News | Travel

    Business Jet Makers Downsize Despite Boon In Private Air Travel

    Business Jet Makers Downsize Despite Boon In Private Air Travel

    Spain and Greece most popular destinations as sunseekers snap up massive travel bargains

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    Passengers warned of the busiest times to travel on buses in West Yorkshire

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    Dr Hilary warns Brits not to travel abroad despite govt plans for air bridges

    Dr Hilary warns Brits not to travel abroad despite govt plans for air bridges

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    Primark orders £1bn in fashion stock after ‘encouraging’ re-opening

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    Coronavirus: Primark orders £1bn in fashion stock after ‘encouraging’ re-opening | Business News

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    Best Clothing Brands of 2020: Top Fashion Brand (So Far)

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    The bolero is here to stay – fashion archive, 2 July 1954 | Fashion

    This fashion designer-entrepreneur is on a mission to revive dying Suf embroidery in Kutch

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    I hid my pregnancy with a sneaky fashion illusion

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    From physics nerds to fashion entrepreneurs: Building Europe’s largest ethical clothing platform

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    $1 Billion 3D Food Printing Market Insights, 2025

    Top Companies- Kikusui Food, World Food Processing, Japan Traditional Foods, Azuma, Yamada, Okame and more… – 3w Market News Reports

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    WSU researcher raises awareness about food insecurity during pandemic – The Daily Evergreen

    WSU researcher raises awareness about food insecurity during pandemic – The Daily Evergreen

    University City street vendors struggle after city took ‘punitive stance’ on food trucks

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    Iranian fleet accused of stealing Somalian fish despite acute food shortage | Environment

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MachineHack Presents ‘Food Quality Assessment’

davidcrossan by davidcrossan
February 3, 2020
in Food
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MachineHack is again with an thrilling hackathon, and this time, we problem the ladies within the analytics area. As Analytics India Journal prepares itself for the 2nd Version of the Women in Analytics Conference – The Rising 2020, we’re wanting ahead to the ladies knowledge scientists to take part on this thrilling hackathon to face an opportunity to win free passes to the convention. ‘The Rising’ is a platform the place main girls visionaries will dive into the buzzing area of knowledge science and machine studying and share their perspective on tips on how to construct an ideal profession.

Drawback Description

The meals inspection division conducts common inspections of meals high quality for varied eating places within the metropolis. It’s a really effectively documented process, and over time some good quantity of knowledge has been generated out of those inspections. 



The inspection division wish to predict the place they need to focus most when it comes to their subsequent inspection schedule in order that they will most optimize their time at hand to catch the worst offenders. Can the previous inspection or any knowledge that they’ve collected predict which facility will cross or fail.

On this hackathon, MachineHack will give you a subset of this dataset with info on meals high quality checks performed on 1000’s of amenities that serve meals throughout a number of cities. Your goal as a knowledge scientist is to foretell whether or not a facility will cross or fail the inspection based mostly on a number of components.


W3Schools


Goal

Construct a predictive mannequin that’s able to predicting the result of an inspection performed in a facility based mostly on the given set of options.

Options : 

ID: A singular ID for every inspection

Date: The date at which the inspection was performed in a selected facility

License No: De-identified license quantity for a selected facility

Facility ID: De-identified distinctive facility id  for a facility

Facility Title: The encoded title of a facility

Sort: The kind of the ability being inspected

Road: The encoded avenue the place the ability is positioned

Metropolis: The encoded metropolis the place the ability is positioned

State: The encoded state the place the ability is positioned

Location ID: An encoded location characteristic.

Cause: The first purpose for the inspection

Part Violations: Legal guidelines violated by the ability

Threat Degree: The extent of danger the ability possesses to the shoppers.

Geo_Loc: De-identified geolocation of the ability

Inspection_Results: The results of the inspection

Goal Values:

The precise inspection outcomes and their encoded variables are given beneath: 

  • 0: ’FACILITY CHANGED’
  • 1: ’FAIL’
  • 2: ’FURTHER INSPECTION REQUIRED’,
  • 3: ’INSPECTION OVERRULED’
  • 4: ’PASS’
  • 5: ’PASS(CONDITIONAL)’
  • 6: ’SHUT-DOWN’

Right here Is What The Knowledge Seems to be Like:

Bounties

Prime Three girls opponents will win free passes to ‘The Rising  2020’.

To know extra about The Rising 2020, click here.

Guidelines

  1. Prime three girls opponents might be eligible for bounties
  2. That is a person competitors, and crew participation isn’t allowed 
  3. One account per participant. Submissions from a number of accounts will result in disqualification.
  4. Customers could submit the answer any variety of occasions earlier than the desired hackathon expiry date.
  5. You won’t be able to submit when you click on the “Full Hackathon” button. Don’t ignore this characteristic.
  6. This hackathon is open to all registered customers who’re 18 years or older
  7. This competitors counts in the direction of our general rating factors.
  8. We ask that you simply respect the spirit of the competitors and don’t cheat.

Timeline

January 31, 2020 to March 10, 2020

The winners might be finalized on March 10, 2020, at 6 PM IST based mostly on the leaderboard standings.

Analysis

The leaderboard is evaluated utilizing Multi-Class Log loss (Cross-entropy loss) for the participant’s submission.


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