images

![dark](https://user-images.githubusercontent.com/12748752/126882595-d1f5449e-14bb-4ab3-809c-292caf0858a1.png)
![light](https://user-images.githubusercontent.com/12748752/126882596-b9ba4645-7001-435e-9a3c-d4416a2543c1.png)

![Blank Diagram](https://user-images.githubusercontent.com/12748752/136457221-4ea7043b-4e18-482c-bd0f-38ee24d8ceb9.png)

![confusion](https://user-images.githubusercontent.com/12748752/141670970-d95a8f0d-550e-4c66-9740-84e06ef269b7.jpg)
![f1](https://user-images.githubusercontent.com/12748752/141670972-4a4c0e56-8b64-4f35-a33c-89b31da196d1.png)
![lifecycle](https://user-images.githubusercontent.com/12748752/141670973-047dd271-d037-4004-81c0-64c5dca810d3.png)
![precision](https://user-images.githubusercontent.com/12748752/141670975-9bb6438b-f858-4b73-83d3-015d10f44027.png)
![recall](https://user-images.githubusercontent.com/12748752/141670976-318580ca-12e4-474b-95be-8d01862b50ca.png)
![Train_test_Flow](https://user-images.githubusercontent.com/12748752/141670977-ae3e17a8-0636-4fb6-a052-cf4de904f5a9.png)
![accuracy](https://user-images.githubusercontent.com/12748752/141670978-009b1fe1-9dd3-496e-830f-7514383e3cd1.png)

![linear_c2](https://user-images.githubusercontent.com/12748752/144843889-fc4494a5-7493-4220-99a5-094c7a6ff107.png)
![linear_c](https://user-images.githubusercontent.com/12748752/144843896-495dcb21-0fda-4887-ad92-63581c467e52.gif)
![non_linear_c](https://user-images.githubusercontent.com/12748752/144843899-ea16eeac-2329-4664-8912-60f26d9cfaff.gif)

![ML_outliers](https://user-images.githubusercontent.com/12748752/146688585-e2ecc295-c3e0-4ea8-acb1-ad03a8ec8ce6.png)
![gd03](https://user-images.githubusercontent.com/12748752/146699332-7793518a-29dd-4fab-94b5-746f0ff232c7.png)
![gd02](https://user-images.githubusercontent.com/12748752/146699334-39c448ea-cc58-41fc-a85e-9e9cf56d72f2.png)
![gd01](https://user-images.githubusercontent.com/12748752/146699335-d3b9e07e-1fe4-43d0-a805-14481610dc7e.png)
![gd04](https://user-images.githubusercontent.com/12748752/146699336-bfff17ac-fcdf-48a5-9527-5c7ff8a89634.png)
![sgd](https://user-images.githubusercontent.com/12748752/147009180-f4b49dc4-3e70-421e-bed2-4d6de3034532.png)
![minibatchGD](https://user-images.githubusercontent.com/12748752/147012339-32c5604d-c305-4ea0-b985-66486e1b046c.png)
![ML ALgotypes](https://user-images.githubusercontent.com/12748752/150331825-26bc70db-8c11-4d0a-bf54-445d32cc03a8.png)
![sigmoid](https://user-images.githubusercontent.com/12748752/155903849-f8ab533c-74c3-440a-b5ea-920c0c7f4e04.PNG)
![linear_svm](https://user-images.githubusercontent.com/12748752/158370041-e271cffa-7cf4-49b8-b71e-0cd53a0b3aec.png)
![image](https://user-images.githubusercontent.com/12748752/158428678-1f638c91-f7db-44d0-8077-bd8b1843702c.png)
![cSVM](https://user-images.githubusercontent.com/12748752/159112742-b72efa06-3183-4214-8653-fcfdbb148e8e.png)
![train-test-holdout](https://user-images.githubusercontent.com/12748752/160504728-c67c7e87-deda-4b86-889a-19d3e108a604.png)
![GD](https://user-images.githubusercontent.com/12748752/176536026-6ce5fc99-c3c9-4c06-99e4-4b0cf5a1d5fa.jpg)
![error](https://user-images.githubusercontent.com/12748752/176559935-2b014f87-62d2-4333-92c4-cd61feac96ff.png)
![R-C-train-test-flow](https://user-images.githubusercontent.com/12748752/176580015-39aad2f3-e47d-4a6c-99d7-f5a958d78f68.png)
![ML-DL2](https://user-images.githubusercontent.com/12748752/186307281-6c54df9f-2544-4610-a16a-cac2b78b866b.png)
![Paradigm](https://user-images.githubusercontent.com/12748752/186326497-c540fae4-3267-4e4e-ac6e-469037fd4e9a.png)
![supervised](https://user-images.githubusercontent.com/12748752/186329450-e7e071a7-f1fc-46dc-825d-03305c3e9c89.png)
![fit](https://user-images.githubusercontent.com/12748752/186338649-5d77b044-8c6c-4ffe-a525-debcdbfa101d.png)
![data-point](https://user-images.githubusercontent.com/12748752/186367469-db591c5e-8fde-48d4-b5a8-35566cb138af.png)
![data-point2](https://user-images.githubusercontent.com/12748752/186380825-d6cd3822-0512-4db3-a2f9-b85231395a19.png)
![errors (1)](https://user-images.githubusercontent.com/12748752/186551372-28265384-b462-4ebb-ba0d-d412af31aade.png)
![sinusoidal](https://user-images.githubusercontent.com/12748752/186566132-7e8711f4-21ba-41dc-870f-d350c8916830.png)
![fitting](https://user-images.githubusercontent.com/12748752/186587311-d3080729-7d9a-4882-9d9b-88e6aac49cab.png)
![poly9](https://user-images.githubusercontent.com/12748752/186589809-16614600-9242-48a5-9841-900db3964731.png)
![poly3](https://user-images.githubusercontent.com/12748752/186589817-cbfb743e-53ce-4b43-9c6e-621e33fcc9c8.png)
![poly1](https://user-images.githubusercontent.com/12748752/186589822-ad9d55cb-8c04-4c1f-9398-6a2377efa655.png)
![poly0](https://user-images.githubusercontent.com/12748752/186589827-93f12d77-b682-4279-9f9d-556c6fe9f87a.png)
![poly](https://user-images.githubusercontent.com/12748752/186598693-db686c38-6e19-4cf5-82ca-efef4a1e2fe2.png)
![overfitting-poly](https://user-images.githubusercontent.com/12748752/186604933-a349fff4-9c77-49db-8bc6-512eb5e2b9d2.png)
![bis-vari](https://user-images.githubusercontent.com/12748752/186613543-48161972-0869-43d6-a0d2-7cb6807132dd.png)
![b-v](https://user-images.githubusercontent.com/12748752/186631445-9d8bf8b3-3d10-47dc-9fc6-6fbaf6caf232.png)
![complexity](https://user-images.githubusercontent.com/12748752/186632648-5b374274-5a53-40ac-9bd7-1cc6e9043094.png)
![tradeoff2](https://user-images.githubusercontent.com/12748752/186634193-9a9ed2a1-e146-4e8f-8d20-ed2b28f6b04d.png)
![bVsv](https://user-images.githubusercontent.com/12748752/186638585-b1af972f-00d6-4901-8c5a-1e3ea24bc59f.png)
![classification](https://user-images.githubusercontent.com/12748752/186793462-77129039-e4b7-46b8-a64d-9d2b4b507c6c.png)
![bi-class](https://user-images.githubusercontent.com/12748752/186803012-94d84921-f53d-4789-9d8c-340375c23edf.png)
![sigmoid](https://user-images.githubusercontent.com/12748752/186833293-9f23c35b-14d0-4139-b2b0-34fad380c9c6.png)
![sigmoid](https://user-images.githubusercontent.com/12748752/186841982-9a9a3b1f-76a8-456a-b8ca-ced8bc4c89c5.png)



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