Best Python libraries for data science and machine learning

There are many Python libraries available for data science and machine learning a few of them are:

[{"selector":"#anim-65196d81-b065-4263-8dd9-fa7605c1b255 [data-leaf-element=\"true\"]","keyframes":{"transform":["translate(0%, 0%) scale(1.5)","translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-e7df3d74-8486-45bd-9fa3-f0547e7ded92","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-d6764717-6801-400e-a1b4-60654ebb7bee","keyframes":{"transform":["translate3d(0px, 69.32249%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-3ebe5c91-b0cb-4a5e-9b41-b4dd2d345d1b","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-53956167-2bac-48b4-9640-f3473f908871","keyframes":{"transform":["translate3d(0px, 142.70315%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}]

Numpy powerful tools for working with arrays and matrices, which are essential for data science and machine learning.

[{"selector":"#anim-9d93b6b5-df32-4ece-9ddc-9c8adf002e0e [data-leaf-element=\"true\"]","keyframes":{"transform":["translate(0%, 0%) scale(1.5)","translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-011b565a-b4a1-4fc5-abfc-15f32e2f4edf","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-9528ff36-6d22-413e-9082-da513e20d33a","keyframes":{"transform":["translate3d(0px, 76.15177%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-689edd09-9df2-4d7c-b9b9-dc8dc2d110d1","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-aa316921-8cfa-4f86-9ad3-8f7824886778","keyframes":{"transform":["translate3d(0px, 148.92907%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-1b317013-d724-4e22-95eb-771f707d2768","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-3fdf7c50-e79b-43df-bf65-4fd8bd6fd7f3","keyframes":{"transform":["translate3d(0px, 538.74638%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-1a6bc5a7-0655-4542-b511-d72db18bc6f6","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-c19df5f3-74b7-4786-8718-6268893d012a","keyframes":{"transform":["translate3d(0px, 1225.69530%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}]

pandas is a library for data manipulation and analysis. It provides tools for data cleaning, transformation, and exploration

[{"selector":"#anim-f468d7f6-d66d-43e0-8000-3d0b0d7666ca [data-leaf-element=\"true\"]","keyframes":{"transform":["translate(0%, 0%) scale(1.5)","translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-72ba733d-661a-4897-8493-7db1de6e7e46","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-b00b5515-f9b0-42fc-a45d-62e692c8e698","keyframes":{"transform":["translate3d(0px, 76.15177%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-1abec90a-a558-4061-8669-9854e7d38fff","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-a8c4ca70-1f39-4cbc-9af5-149d08df72a3","keyframes":{"transform":["translate3d(0px, 148.92907%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-13e42ed4-0217-4153-8123-d3f1a6dd0f69","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-2898ae68-564b-4e3d-8312-6adb95530d73","keyframes":{"transform":["translate3d(0px, 538.74638%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-b12e6ee4-71eb-41b2-a8aa-2051d52fffb3","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-9453d1c7-7f9c-41e5-981d-58b41b5341fe","keyframes":{"transform":["translate3d(0px, 1225.69530%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}]

A library for data visualisation. It provides tools for creating a wide range of plots and charts.

[{"selector":"#anim-37b17cef-b436-4096-b77b-9875b19380da [data-leaf-element=\"true\"]","keyframes":{"transform":["translate(0%, 0%) scale(1.5)","translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-033c16bb-678b-451b-834c-ca09bda6c15d","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-4a14b9ec-4b8a-42e3-98b6-f36ecb9f36b8","keyframes":{"transform":["translate3d(0px, 76.15177%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-8785c0b4-5718-4502-bb68-23b72eac2c9e","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-502a46a6-d44e-420a-b9fa-6bccb8e6c3ea","keyframes":{"transform":["translate3d(0px, 179.27030%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-787ca5c3-9a06-4193-a07b-050c94cfac23","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-c4ab953f-2711-4663-adbf-8c7857e41806","keyframes":{"transform":["translate3d(0px, 538.74638%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-decb1ad3-fb46-45f5-9b26-b9426811871c","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-2b815fd9-109d-4750-893e-0be2ac393ef3","keyframes":{"transform":["translate3d(0px, 1225.69530%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}]

A library for machine learning in Python. It provides tools for supervised and unsupervised learning.

[{"selector":"#anim-c455f0c5-d7d5-483d-8273-0ffd74720ec1 [data-leaf-element=\"true\"]","keyframes":{"transform":["translate(0%, 0%) scale(1.5)","translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-e77d5573-973d-4150-9e8c-66d334babf6f","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-f9e468d9-0a81-4d3b-9545-adc8a85f53cf","keyframes":{"transform":["translate3d(0px, 76.15177%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-b5bada50-06f8-4cd9-90f0-02023262712b","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-cc503fab-7e5b-4b40-81d2-f5cdd5d337e0","keyframes":{"transform":["translate3d(0px, 179.27030%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-4497e8d8-6503-4717-ba97-cf82de6af445","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-a34cb36a-86ea-4602-a03d-870964cbf931","keyframes":{"transform":["translate3d(0px, 538.74638%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-7e3cc8b6-62dd-422b-abc2-1e95e8f7dc4b","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-6b95fa2e-7180-4785-8f11-1580a2a2c234","keyframes":{"transform":["translate3d(0px, 1225.69530%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}]

A library for machine learning and deep learning. It provides tools for building and training neural networks

[{"selector":"#anim-60bc10c3-90cf-41b3-9d04-9b7e7e493a6d [data-leaf-element=\"true\"]","keyframes":{"transform":["translate(0%, 0%) scale(1.5)","translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-852c2ecd-78ee-4aad-917d-94a256884da2","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-55faefba-90db-4909-b0c7-4ec700cbee05","keyframes":{"transform":["translate3d(0px, 76.15177%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-1fd28eb6-0ac3-4680-a8b5-cbd1a5e5f6da","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-22663988-5d47-4e85-a317-95320aa79eae","keyframes":{"transform":["translate3d(0px, 144.71219%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-91efc3cd-b7f1-4879-9d99-f0aa89cfa2c0","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-9ef6f71b-10d4-4d29-8c25-f42d275db66f","keyframes":{"transform":["translate3d(0px, 538.74638%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-090f82e3-55c9-41d3-ae07-202b51ff0830","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-b3e7998b-e608-411d-8992-a891c37e95b7","keyframes":{"transform":["translate3d(0px, 1225.69530%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}]

A high-level neural networks API, written in Python and capable of running on top of TensorFlow.

[{"selector":"#anim-2b50111b-c64d-4978-8e9a-d4e81adde4de [data-leaf-element=\"true\"]","keyframes":{"transform":["translate(0%, 0%) scale(1.5)","translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-24169936-3fc1-47b3-aebe-d58e8a4ead73","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-57bd089b-b2bb-4f90-9a58-5d5a239f5992","keyframes":{"transform":["translate3d(0px, 76.15177%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-501439ee-c5dd-419f-9ee2-e7325183c35a","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-e98f3dba-a986-4d07-953e-5fa289579646","keyframes":{"transform":["translate3d(0px, 165.83747%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-d994ef70-5032-4912-8142-034d0a93b57e","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-b274f1bd-b764-4105-b55e-4e3b21d67679","keyframes":{"transform":["translate3d(0px, 538.74638%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-9600c828-ea61-40f3-85bd-a8f5bff4cbf7","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-1bb96bdf-c931-47e2-a1dd-a34ff27aab85","keyframes":{"transform":["translate3d(0px, 1225.69530%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}]

A library for machine learning and deep learning.It provides tools for building and training neural networks

[{"selector":"#anim-4145011c-737a-4c03-84c3-7b5bbdfb2d99 [data-leaf-element=\"true\"]","keyframes":{"transform":["translate(0%, 0%) scale(1.5)","translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-8a7280bb-de0e-4411-a028-dd0e09ce3920","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-bc1f880a-a870-4390-8009-4970038f594b","keyframes":{"transform":["translate3d(0px, 76.15177%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-b360c6c1-5b07-47ad-a93d-65a16ad6b772","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-553756f6-6d5a-4785-8292-9318559c8e09","keyframes":{"transform":["translate3d(0px, 143.50739%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-e665b282-1108-439e-9e20-cb527a6fde9f","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-7d905a62-7dbf-472b-b6ec-8aa6518923d2","keyframes":{"transform":["translate3d(0px, 538.74638%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-5e9c4bfd-2f46-4e90-b486-d90eb13d6a7f","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-fe38364c-ac9a-4250-8731-7e646cb4659c","keyframes":{"transform":["translate3d(0px, 1225.69530%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}]

A library for data visualisation built on top of Matplotlib. It provides tools for creating more complex plots and charts.

[{"selector":"#anim-4b391458-5994-4f4d-b83f-31b441b95db6 [data-leaf-element=\"true\"]","keyframes":{"transform":["translate(0%, 0%) scale(1.5)","translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-154b8c12-45a0-42db-89a0-d675792f297f","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-50f8f44f-f489-4723-99c2-d6a5d923e8c9","keyframes":{"transform":["translate3d(0px, 76.15177%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-17d0314d-7876-4149-88bd-8546156f73c2","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-ac23a9e7-eace-46d2-b372-b155e71a4c04","keyframes":{"transform":["translate3d(0px, 143.50739%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-cf538e9f-36ee-4c32-bd7c-e886e96ada5c","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-682bb103-a6ad-4dce-b6a7-8e20679db823","keyframes":{"transform":["translate3d(0px, 538.74638%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-153f33e4-c9eb-4472-991f-4a187d2d5916","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-ab129a2f-efa9-4edc-a840-fafbe57ca44f","keyframes":{"transform":["translate3d(0px, 1225.69530%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}]

what is Test-driven development and why is it important

[{"selector":"#anim-4f6d3642-204c-404c-b640-e22f48d91aa9 [data-leaf-element=\"true\"]","keyframes":{"transform":["translate(0%, 0%) scale(1.5)","translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-0dd80b7e-fbd8-4169-a70d-8bc979c8b2e4","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-a7776985-7fd1-407f-bf4d-3848e1b01780","keyframes":{"transform":["translate3d(0px, 319.44442%, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}]

There are many Python libraries available for data science and machine learning a few of them are:

Numpy powerful tools for working with arrays and matrices, which are essential for data science and machine learning.

NumPy

pandas is a library for data manipulation and analysis. It provides tools for data cleaning, transformation, and exploration

Pandas

A library for data visualisation. It provides tools for creating a wide range of plots and charts.

Matplotlib

A library for machine learning in Python. It provides tools for supervised and unsupervised learning.

Scikit-learn

A library for machine learning and deep learning. It provides tools for building and training neural networks

TensorFlow

A high-level neural networks API, written in Python and capable of running on top of TensorFlow.

Keras

A library for machine learning and deep learning.It provides tools for building and training neural networks

PyTorch

A library for data visualisation built on top of Matplotlib. It provides tools for creating more complex plots and charts.

Seaborn

what is Test-driven development and why is it important