Жүктеп алу "How to train AI ML models? Full pipeline in 15 mins."

If you are a beginner in machine learning and AI, you need a proper workflow and a pipeline to train the best models. The steps mentioned here will help you master machine learning. If you are a beginner transitioning into AI and ML, you need to understand why we follow these steps when building or training a machine learning model. Learn everything from cleaning the dataset, transforming data, preprocessing steps, choosing the right model and tuning the hyperparameters, evaluate the model with the right metrics, and deploy the best model possible. These steps are easy to understand and implement for machine learning and AI. If you are looking for machine learning for beginners, this is for you. Stay tuned to stay ahead of the curve in the world of science! ============================================================ Books: Ace the Data Science Interview: https://www.amazon.com/Ace-Data-Science-Interview-Questions/dp/0578973839?dib=eyJ2IjoiMSJ9.NDk7CurnQPGleXZM5PWZ47UwmP-XuDlKyaSMViNPN_pP_zIzc7XMgmBgFbGqWumShd38BPSRefjUOegxYNxfFoYrolPkkt38F-EqjLKS4-KWdtXKV6RwtvMgBXLQA3x88YzH9aOjE6rRIo5QQ1ZcmtetRxOzvhM6_zKiAkk4JARCv2aW2ERTluotvE2Qk1G99AkxSMf5APxOL5PKMz0C5gPrPQ_i7Wor_WGeUW6yL0fUVJr1Gra-GZ2bdLBIOVSYr9LHsSf_SfHf5cg4ND1j4tyo6mm_LhlKJJEOjPMzLzE.jl8ywEo24mG2utDvYEvVzavKsqf-cKnB2-QciIrEXRw&dib_tag=se&sp_csd=d2lkZ2V0TmFtZT1zcF9hdGY&language=en_US Elements of statistical learning: https://www.amazon.com/Elements-Statistical-Learning-Prediction-Statistics/dp/0387848576?dib=eyJ2IjoiMSJ9.C_nJgD_mHjCmLc16t3zPBfr9_-Tw8Ob7vT1CU3tZ6JfYFtIQN37sOnIqDS5rCJ4fURtVAX_b-u8VVFRvRmn8xAcRw97eeQ7F8Ur5HXVck7beyu1vBRtmwEQUu6CgCWhXfxvx4EFMxGUD2vQy7jE82V1NPHV2-btYOq_OzrylJ_2G4pyO30PdRLxB7r1cmDkErJq_Ii2h5spZY7NLLfB3zHWHc7BARLBthoX953NsZ74.U4wMNBIplkkHUNLAM0OxbMml5BCD5FDDDDE1TLtynyg&dib_tag=se&language=en_US Introduction to statistical learning: https://www.amazon.com/Introduction-Statistical-Learning-Applications-Statistics/dp/3031387465?dib=eyJ2IjoiMSJ9.-GPbzZXDHE-yVP2nDx60tjBrUi33UuRYlkSsZWf_iHrJMM1SsK7b9jjEv-rzjJRHRax1QMrCUC6kVRBgH_yz0uGLDGqpsFTbbtgQ8mjsDNaqJC1vK-aTCs4SiMfLOp0VEEG3vQkot1DSvzVYEAQqNqGeUaQ8SJ2WI3K28IvezO-1Q6k-FnWdEfpCEBLPU8MQ50oopZkrqVjrbCW7Bdi1THOHVS_-YtOnQom5-LjZucM.3AoQBNfFHOlPTewPksXMLdPt7YP9yqt1eJkopInTwuE&dib_tag=se&language=en_US ML book 1: https://www.amazon.com/Elements-Statistical-Learning-Prediction-Statistics/dp/0387848576?dib=eyJ2IjoiMSJ9.5Tv9NFK0ypIlP_etuB18atvhG-n8i-LOI9090Arr64L0sUGwHlzJzSwV19kONDfIIQ4u0tu_Cksg0gWWy56o5ERQp-VnWxVjfrJtczmliIIdmG0DlQPd4fFn79sQTauG6HXf1EfNMnrX4K6G41DqBnaBJO4D4G8eqFlKQSVc9cVerZkBU3HMHvHbNH64xF-wJdo3YnPMIkmrHM1ksZXsncf2v369GWN_e2j7UYPEJgc.1K8hzmaIIdMNVk4poxemTyvjZrAlWV5MkQG12xi_mCk&dib_tag=se&language=en_US PyTorch and sklearn: https://www.amazon.com/Machine-Learning-PyTorch-Scikit-Learn-learning/dp/1801819319?dib=eyJ2IjoiMSJ9.sBSOGD9tUFwHRwsc8_yOCE5HYCAA5YNq17yUj66e8xrA2BvmpsQz-oCW1Of-KqJijBARB_6e6xejkyiUT7TPQxVxg-IV84lD5Oko-Om2w_mvixEPF3wvWwBZSqevK3yOSPtze-0TCNWwV9HUP-12U0vOVbxoSeIWExUMP9h8Vqz32TgkYl7MlUUkJoY5VCdKCP4abZGCCPUjV4ey7uCJyyG0pF97JcyY4vpkfn5nsWc.YASHKYKkWh3GpR4Wn-PqR12sVreYxhV57Lb32TzqMBc&dib_tag=se&sp_csd=d2lkZ2V0TmFtZT1zcF9idGY&language=en_US LLMs from scratch: https://www.amazon.com/Build-Large-Language-Model-Scratch/dp/1633437167?dib=eyJ2IjoiMSJ9.C9Ljtk07rESB7cV-TOLYzmC9xQ2Zg850ag8LujXiarMsa7SeAEEuE8Vqc4N3EjAdAYDU-3uLQYaG3_kk5PfVtZFzkey0QfBM-F8tCzuT2zxWoqISgallkNyE1yo4t5jvnLrP5lGP-1eUSd2krS1kqutjAfFXH6d--nY0cSG-TadlvZpOiKlbkmF8vxRVIVap1yxwCpYYnVHIzx1-d7672MUklvTzIEbiffQI5M8Ej4Y.URY806fy6YjjxqNRCkEf1tp2FzvW0C5hXWv_9_UTg1k&dib_tag=se&language=en_US My Gear: Microphone: https://www.amazon.com/Logitech-Creators-Microphone-Podcasting-Play-Midnight/dp/B01LY6Z2M6?dib=eyJ2IjoiMSJ9.nHiaYPNb92GaqAoNAvtTgCBAVmEeEj8Q_sfni9pJRkW1HaoXc-320Z56zFoF2YAntiMhxmh5ix0XvWjYKuYxkCUgxVQbmzZfNlJmw_YXBzYavQMQvPU3cUi7ovHM3_VMrIFgl7D9nGOUWA8BKM0z2d7hz_uKwHXaJ3NUt6hehirEAnGgyfCwFG-eaIzDK76k2kvwSmNYEzWgcTxjuwLH0GzUs-rr2_gaGcugZK8K5_rDJumwAIxdpX4kdAhpTOTg1joCJZVb3ejFIOBrqzCnYStO971F6qnIFQp2p5QKYSw.v52mZUM8BosLfrkiAhtf77CQJJofI1whH6b5EfKNitA&dib_tag=se&sp_csd=d2lkZ2V0TmFtZT1zcF9hdGY&th=1&language=en_US Beats headphones! Get your's now: https://www.amazon.com/Beats-Studio-Pro-Personalized-Compatibility/dp/B0C8PR4W22?language=en_US JBL Bluetooth Speaker: https://www.amazon.com/JBL-Ultra-Portable-Waterproof-Dustproof-Built/dp/B0CTNWBT1Z?th=1&language=en_US Logitech Ergonomic Keyboard: https://www.amazon.com/Logitech-Wireless-Ergonomic-Keyboard-Wrist/dp/B07ZWK2TQT?dib=eyJ2IjoiMSJ9._NzJzMxi5XZO6WWi8wRImPkhjSzeleDzrg1SDOD1I3J6MTdcwWn0dFBP7Fz45yIukUj6YdPNWojbEGdYtleU7F-3tMFmXQYVRK_zEDZM4V1EzmpEigoojs_72x4mnInDqX5__DAOXxRth7aCwXveA9Tkp43kxunt75P9kIb_ydMjGKCwy_doPIxVKSm-6iNV8efUs3nq219OyvC3Bx_2NkQYF1zDqiVt84700f00j98.DhUU8y2Sps3SjKpDLT0gbqJeqXxFkEgRwYWFLojh-Dk&dib_tag=se&th=1&language=en_US Logitech Ergonomic Mouse: https://www.amazon.com/Logitech-MX-Master-3S-Graphite/dp/B09HM94VDS?dib=eyJ2IjoiMSJ9.s0wugfTUby_FFI2WmBjczGdTF3HSbgQYMS6RIMw3xgfDOMZmYGBMC5NUvrYHUXXiOGVQxF9o1r-Wj0w21mBXRg8u4iyBrSk3TxqEFUJaTPvJRQmpHq4-eTvpujJlVJGkDqtpM47JYY29pq9O7LkNQkVZw4pdEwuZp6Fz62ig4Ru2SFoyEl4mbe4ZZ7quX24lGVnTB146fYeXWCCYrtKC0jf5I-z3nL5Mi8loHs1xpM8.46mEU2LpkZjn69gqKTdXWAG2lRVMsNhvj8-ubVL-qlo&dib_tag=se&th=1&language=en_US Camera Stand: https://www.amazon.com/Sensyne-Extendable-Wireless-Compatible-Android/dp/B09TQY66NH?dib=eyJ2IjoiMSJ9.bK7nBw9i68Kl6Re5FHHCq06Drpg4XyqJU-rsOa65dTntmOkiwmku-FiXWgPQqILzAznntSp0tWiMv3M0iAPrscQPxY9d3PSzsmoh7MceSTVzTdFA2BVWgf2qlaOgtF3sMXzwGi4fYCuO4Xi-rUspPqr1vU-Weduc3yJqiS17c0N1RxWJPY3NsyYccQUpsQ45wifm2U2CmD38WCv1yRzJsZTI68S0LDinZy6k_b62AtE.zWmcVK7YiQkEA6d89Pcb7XXeuEhHcYok08oF5ZR4uD8&dib_tag=se&th=1&language=en_US Studio light: https://www.amazon.com/Torjim-Photography-Professional-3000-7500K-Recording/dp/B0C1MYB5KK?dib=eyJ2IjoiMSJ9.s9MsqM6owDyujnO9pJ2eUnz5nXsIBOXxBrAWUa1eG6rpY0r8YcMkJXXswNoCoqBq_esag7Nks7Fww7B8IX00FrBei4PFR-_k1Jf-VcwJguQuJe2TbHWxwxs1hF0uoMq6J3kPJgzmsZVt_FvCGdez59n5T2haaU8G5lKzcFhRrJ12VsflTW_-Be-zAWrXMH4BhiaINgeaPvBlZYuprNbILAK-W9uOpdFBSv7WjMOA4Jo.KcI6bmiCh29G4xQ9G6kEcI8SRyqIAeJmlCpKfG8ReKU&dib_tag=se&language=en_US Pool Table: https://www.amazon.com/Best-Choice-Products-Foosball-Shuffleboard/dp/B07PK672WW?dib=eyJ2IjoiMSJ9.Tf3EknzmgiXIFl2Yr6Y5TjO5KyxoxJM--5Z-FB-Lxsi-1-lkvh6N1V41RStoYJQtV3tvClkOKhGeyaIv6eImyhTCbKpNw5YzDVgmXNq6K8s76pzRU5o7tSUCaY02xwlwDDHa87SDnx952FcQ8HYAv3T35vduNL3GTD2fXdxK33C2QfWvctzqQ6IGQBHRx0_ZWbOPpkDla4e_gJRy7Z8WUdHH7ee9UtzwuRZ520Con4ybnnCsjcqZHLFLYvPt2jIRfY7QB39-CSK35btsBClpP7M-kAhInP9kj0QUqucs098.2OcuNyk44JSLX5ge7wL3nbHIyIu_Yf7PR0zBVfBhojg&dib_tag=se&th=1&language=en_US As an amazon affiliate, I may earn a small commission if you use these links to buy at no extra cost to you. ================================================================ ********************************************************************************* Get your Merch!👕 https://chemcoder.myspreadshop.com/ My website 🖥️: https://kra268.github.io/KeerthanRaoWeb/ Buy me a coffee ☕️: https://buymeacoffee.com/chemcoder LinkedIn 🤝: www.linkedin.com/in/keerthan-kra268 ********************************************************************************* GitHub page for math resources: https://github.com/dair-ai/Mathematics-for-ML Stanford Online: https://www.youtube.com/@UCBa5G_ESCn8Yd4vw5U-gIcg DeepLearning.ai channel: https://www.youtube.com/@UCcIXc5mJsHVYTZR1maL5l9w 3Blue1Brown channel: https://www.youtube.com/@UCYO_jab_esuFRV4b17AJtAw Andrej Karpathy: https://www.youtube.com/@UCXUPKJO5MZQN11PqgIvyuvQ More about my learning journey: https://www.youtube.com/playlist?list=PLRfh8v6mu_F0UJZf6DKnS2athBG38USXS Here's how you can get started with python: https://www.youtube.com/watch?si=rE4MSMMQgxFMyiXp&v=BMXKcbMknKU If you want to get started with the first lesson: https://www.youtube.com/playlist?list=PLRfh8v6mu_F3MrkmQb6ccoNBI5MbmbM_j For workshops I have conducted before: https://www.youtube.com/playlist?list=PLRfh8v6mu_F0W7nD2bIDJUDzrPgGO2QK_ Erdos Institute boot-camp to learn ML: https://www.erdosinstitute.org/boot-camp Coursera's ML course by Andrew Ng: https://www.coursera.org/specializations/machine-learning-introduction Welcome to ChemCoder. As a computational chemist myself, I had to transition to AI and ML towards the end of my PhD program and I have to admit, it was a lot of learning, making mistakes and late nights. If you are a graduate student, freshman, sophomore or a senior in college and wondering if this field of chemistry and programming is for you, you ARE in the right place! We as chemists or as scientists in general have a very unique position to learn and integrate our coding skills to bring new technology and innovation to the world. The future depends on us and our ability to learn, stay motivated and persistent in this difficult field. Join our community as we strive to get better every day. If you enjoyed this video, consider clicking the LIKE button to help YouTube show this video to others and if you don't want to miss any content from us, consider SUBSCRIBING to the channel. Thank you!