Women's Premier League 2023

WPL stands for "weighted pipeline" and is a machine learning algorithm used for supervised learning tasks

Pic Credit : Instagram

It is a linear model that uses a pipeline of pre-processing steps before making predictions

[{"selector":"#anim-2fe53815-69cc-4132-b79e-75e5ac4cbbee","keyframes":{"opacity":[0,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-a11077c7-d24d-4c29-b320-724212a95790","keyframes":{"transform":["scale(0.3333333333333333)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-163e966f-93f6-499e-83bf-c63824c3ba3e","keyframes":{"transform":["translate3d(-118.48184%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-50a68a18-29b3-4081-8ec8-d68e13677183","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-8d0b26b8-9888-40cf-b0e2-086bf786f55f","keyframes":{"transform":["scale(0.15)","scale(1)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"forwards"}] Pic Credit : Instagram

The pipeline includes feature selection, feature scaling, and feature weighting

[{"selector":"#anim-92863656-6888-480f-903d-4686e3d5cdd1","keyframes":{"opacity":[1,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-b972a3da-9518-49fc-9f79-3d9bced17e08","keyframes":{"transform":["scale(3)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-c371136c-2788-4881-8349-458faabbaa2d","keyframes":{"transform":["translate3d(118.81188%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-99b5f09a-1993-43a3-8418-6e5aa7682255","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-b6ed59ac-2fea-4fbb-a1a3-3b5bdcc7a6db","keyframes":{"transform":["scale(0.15)","scale(1)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"forwards"}] Pic Credit : Instagram

Feature weighting is done using a method called TF-IDF, which assigns weights based on term frequency and inverse document frequency

[{"selector":"#anim-705e1ee4-9f98-45b5-a8f4-6d734039271a","keyframes":{"opacity":[0,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-7b22ac1c-3ff9-4724-af66-e44dbea90a19","keyframes":{"transform":["scale(0.3333333333333333)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-2acbec0b-ef8e-44e0-8037-5cbaf58b1beb","keyframes":{"transform":["translate3d(-115.8576%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-f2127632-51ae-4352-8fd5-ecd07e0e3fb6","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-e15f5073-baab-4f94-a5bd-3ea251375398","keyframes":{"transform":["scale(0.15)","scale(1)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"forwards"}] Pic Credit : Instagram

WPL is particularly useful for text classification tasks, where the input data is in the form of text

[{"selector":"#anim-4f928968-4990-4222-b57c-bd081e6c488c","keyframes":{"opacity":[0,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-1438c836-543d-429e-8b47-688a484236db","keyframes":{"transform":["scale(0.3333333333333333)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-fc884745-0bdb-4633-85fa-9f9f22c0a7d0","keyframes":{"transform":["translate3d(115.66667%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-81c6e7f5-dcb8-467e-943b-a886c4273f3e","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-a8e3df18-5491-451f-9937-dc0a6e89c11c","keyframes":{"transform":["scale(0.15)","scale(1)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"forwards"}] Pic Credit : Instagram

It can handle large datasets and is scalable, making it suitable for use in production environments

[{"selector":"#anim-4c378724-cac3-43e0-abaa-3f2cb797546a","keyframes":{"opacity":[1,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-a2d62d5a-7292-45fe-87c8-f211220e8a8d","keyframes":{"transform":["scale(3)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-749e5756-f9ee-4e22-af59-db851040fd63","keyframes":{"transform":["translate3d(-122.53521%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-2642c40f-e04b-4175-b7ca-371a713ad778","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-8b1345aa-cae1-4672-8638-60cad55ef038","keyframes":{"transform":["scale(0.15)","scale(1)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"forwards"}] Pic Credit : Instagram

WPL is implemented in popular machine learning libraries such as scikit-learn and TensorFlow

[{"selector":"#anim-3ac1c8e2-f91e-41a4-b5ab-fad8e57c8c1a","keyframes":{"opacity":[0,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-e0215bbd-c3a3-438c-a104-abbac9f1c104","keyframes":{"transform":["scale(0.3333333333333333)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-1784de5e-bb53-402e-b2a5-b2b3ddd63c29","keyframes":{"transform":["translate3d(111.69231%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-b5d06afc-3e90-4ce1-af72-11fdca5386d8","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-65b79023-fb07-4e14-8f5e-8c9c1b309b2a","keyframes":{"transform":["scale(0.15)","scale(1)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"forwards"}] Pic Credit : Instagram

It is based on the idea that some features are more important than others for making accurate predictions

[{"selector":"#anim-818738db-4072-4a37-8a64-73055751e174","keyframes":{"opacity":[1,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-65538d05-f269-4ee5-b38b-2e9003e2e7d5","keyframes":{"transform":["scale(3)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-77983d65-e42a-4ab2-b554-95012deed288","keyframes":{"transform":["translate3d(-121.843%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-d4192c14-598e-4e87-b6ae-5762bbce7451","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-aa1ff534-c58f-446e-b368-1ddfec2aa36f","keyframes":{"transform":["scale(0.15)","scale(1)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"forwards"}] Pic Credit : Instagram

WPL learns the importance of features during training and uses this information to make predictions on new data

[{"selector":"#anim-5d383070-7cf6-4197-a227-0fb7085d591f","keyframes":{"opacity":[0,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-df9c3818-c8bf-40f2-a6b2-cbac54ded4b8","keyframes":{"transform":["scale(0.3333333333333333)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-f464d6ba-fbfc-4855-9278-1fd73d5c6145","keyframes":{"transform":["translate3d(111.69231%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-0f09e40f-f12b-4f97-8969-b00a6dc80b10","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-365b9fa0-2ac2-40a0-8290-973b435d931b","keyframes":{"transform":["scale(0.15)","scale(1)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"forwards"}] Pic Credit : Instagram

Overall, WPL is a powerful algorithm for supervised learning tasks that involve text data and can lead to accurate predictions with proper tuning

[{"selector":"#anim-4f2257a5-d0c4-4558-a5db-d0c1bcfb33e0","keyframes":{"opacity":[1,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-b910415f-e91e-408e-8318-46ab5371bac4","keyframes":{"transform":["scale(3)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-1ba4aabc-4dcc-4557-a756-e2a9e4d02862","keyframes":{"transform":["translate3d(-120.46204%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-4ef457ba-ffbe-48d7-a5a0-a604beff847a","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-b721f475-bd2e-4c64-8e02-e7e335e37473","keyframes":{"transform":["scale(0.15)","scale(1)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"forwards"}] Pic Credit : Instagram Next Story Kriti Senon