fJbPTE2wL2vCZaVM1oYKyWoF-wJaUEGknvERz8u4IYKwNEGFAJKhScq4BZvLNIBuIZJrHGL6aFjhb3N3ZfPvaU63tSnpJTAf0C6SdW53SZi_dnC5MfUCk_9sp7zdc0YvGWGX0WeQRONSTTx1TSrb_o-l3ohlcZuOTwpSmAS-8i5t_>

Customize the model for your unique needs.

Start tuning  
<https://notifications.google.com/g/p/ANiao5oLUA_7Qdtm2mmK1_0KV3Kt5T9epY55-iDk4F0kq8T8kd9mfdrqCzBbzkO9r5YSGyBEu5tKZ5NnRZewXDS4g3jLAonEya1M81FPI4ZJKL5fAVnGZSYkN-4FvJfmJhkUMMkhoMe1NORjn5vrXXXZap3nQ8tioOg06KFdLlDd-2N49r4iDrBfwAw0bPjO2UmDDc0CWr8Fx6l9zwgQ_idh2Iax6B3Fog1H-EtnJXcPTUfQuRAd>

Get started in 3 easy steps

1. Prepare your dataset  
<https://notifications.google.com/g/p/ANiao5o1VTD_7UZtpIZskWAa2nCQMAZQFXkYVJdQUSbfhoVJNT4eWEQOJ3RWXY7kh6Vc1jkNcGyVYK3zal8h9PvpiQ_6HlvOnYfCk6-xkAKmPxXH8jJDN8TrH9sEfSGmrqBSqzWqi7LEP9w3TmNfvQhnJ9XffvdxLeswTciHy1YMuBWcIXpTR9RF2naUJ2j3MVmYOQgJ0vU1dr7N>:  
Format it to match your production data.

2. Start a tuning job  
<https://notifications.google.com/g/p/ANiao5pwVQzkzGwKXLaqFmj5t5yIo_nTEbEmEkyc0VWnk3TUaXltLtyqffgxlj2i_v_fB0KgQr4aXOKtIY_52fGUzPdLCLN9ix5FVyYO2uLi8SXW0uFF6EBs7K35Ps5HfHPP5Mij8itsBeZVMaEpykjK24g51n0zH16Bm6mjpOZUybdHDvNm5rRbBptBezoVtWug2sDfvZFW1bYkPmo>:  
Launch the process in AI Studio.

3. Use your tuned model: Select it for new prompts.

Top tip: you can generate code snippets in Python, JavaScript, Go, and  
cURL, and run Python code directly within AI Studio for quick prototyping  
and experimentation.

Go to guide  
<https://notifications.google.com/g/p/ANiao5q8gLa4K-ezw7cSuvbKOOvfL5VbqVP6JA4tpdnMme_x5kE5p7A49ai87kmHnm474nTxfBPIofTsvDA-al5YgFnpvYsG2OOsjF_BzWP0BZXRvDvg_qNynd2nD0IkQQg1aZ4sScqoyS_FY9Q55VAXz83GnNrcM86Rr765FIr4dEbkpidiBiIgF8LBtPLZR7PelV14-eB52KEFsnIgFb03uuMwkNpdrH2XzhrE402vmSX-AiCDQNcvvTZg7Ul79aAV6A>

<https://notifications.google.com/g/p/ANiao5o-kzWlQJON1e1Y8CeyGWAGtUdcn75oMZsKYwZty8kn_ouLaaaqzlaHDSzTg8AaMhqYp9iWrKITXC0MQeylRkT7oTZTRvYl6JHSAGza4vhRlOk5pBXkkk30gcige4bfwfemgvvDy7SDXMRRZkhRL_SCUQZyfl6WwfyaHjgPyAxi9sJsRgRWgQ>

Example

Here's Python training data for an application that generates the next  
number in a sequence:

Enhance your AI capabilities with Gemini model tuning  
<https://notifications.google.com/g/p/ANiao5pGUDKBmzdDBrOMhpuU3Q0NEubX1a_HF6EFeJJOz3EnNAq8YhtvWNS9W4XQwkFCFwEvobMVFrhAyWfgx13loshy-oly7LOeCTbJ_rkIUYo5I7LTRxWH1e2gcks9jTkiI5FOj-7BqhycSRnhgwEUsK6VtKIpSSB16eHq3kyCRzJ-49eithb5i5YZafqI81gOhtB-up4QYrfjC4nXELLrlrivfmzxRin8n47KQJzO83ekUS3D0rNz-J6j5u_IG3dnfnnLIbhy0S1WviuzZ8ET3yyKxsMYF8xigr1Hf5eLucge-BSwdljap9Z2C-s>

Explore our step-by-step Model Tuning Guide, learn responsible AI best  
practices, and get hands-on with quickstart guides for Python and cURL.

Join the Google AI Forum  
<https://notifications.google.com/g/p/ANiao5r5LfaR9iOZ9XJaV3ueVEC1yb73_jezYntARRkESmKMNOCWvwMvRKmChiO6YTmyeRZMDs6c-YP-I7AYSnogUaoPjFxQPIH-PS3VrRAgS0_HHwHA9IYvqAPIGhcVIV9jL6T3pN0C5Nh3ECwaIpExowA2ZOlEyhsVuRE0RlScvpcFj1hw0Py_BzbRLKa7qUncuC3ru8GjyxGh9Uw2YDFu9uCZaVQcb2v797zA6B-9o69OESfM3IoX-N-MYTHIMrR7kA>  
to ask questions and get help from other developers.

Explore more resources:

Keep exploring prompts and unlock Gemini’s power

Intro to prompting  
<https://notifications.google.com/g/p/ANiao5qYQvos0kZx6vo5jQp-xK2luSeEDSq7zhnZvdfrBZo2Yn54usJpj51WNF-iVqhhKnOdcPFsS9JUf4p3IugwYL9XjemSzuBiRwxbrtZA5XFVjKdCn9NI7xmeTXxwcgqzPb4Pa4HqNyquh3WXjaU6idR37xAeSQjuBOjacduDUoqlaU80G3ghH-o2mEiBWGi5F8lL_-NKb43_8czctkcm3IID_-Zrxg2bQO11u2OCmIp2Cn5HQDumULlWHVT63iKKvWUIyFVc5SVyFdEMBorkzi4l7rb24ZGfsuL6bJfnghTe7UX71eWykJSdK2CMcY4OBWP6XWKbgDov>

Craft better prompts, get more relevant responses, and build amazing  
applications. Check out these resources and start prompting models today:

Resources:

• Get started: Intro to prompting  
<https://notifications.google.com/g/p/ANiao5oWIvfIibWZEagb9c81q_QeryKXTzLwj98C1NgIYksNgapAPeTPyCj1DDQXDaUIdj-QoCy2dVdIHeeHvZ0I2PUVqA4mBqVy-eEgcOhuVDFgWIpTg9WQmgRMFHHAfoXt22L-84ISlvUuA6MiyBmr2U1yOvW59mBtPDuNwW4G4jipe-C4Qzk9vKmoG0EIjWbX3R7QeINfaOWm3-kUOhBYyZJ9SNwaAHoZiuWKYYxlCnui4BgCRifz1q5zAPVb1nR1RS3SwiHUB-taV2zPw8kgt87UdqIhMzjFDJ9kxsjlOJYEyiuJBgxg5mW8-2YhoL0XGUlg1SVQ_8Znqg>

• For best practices: Prompt strategies  
<https://notifications.google.com/g/p/ANiao5qB-nG4bCbiTbe8M7n2NE3V5PddSJSO5BuLC8C8nZhrtPNMzTpcLvbON3HcoIcZgviIC1owtKZU7Anlx7TN7I8yGa6HkqkWe0CHeNPe76mNzXpyGZO0_6fLGfQV7Sja-cFin66hYfUQZVSbTngG-B84qJZ3OSZQKkcasa0cIoZawbGKWhcn3rVsyLPnfllAYiLMR3-UhmSdSeXXzMiBer66tk9seEH7PdWGnFICNl7yfayPbtxtxbt-CGJn15anVeAafTKXaKsnfOseEJJNQP0rrbsW6eVneipluJhwEP3_c7scA0fXgq3jQgnYOtI4MerXXmWuXh2bShAsuvY>

• For inspiration: Prompt Gallery  
<https://notifications.google.com/g/p/ANiao5qLAGJABdc_D_MZA60rWUPtfm4xfvr4i5gUYUuKbZwL0JNOzfq8blTt6dvLqTml9JX8iOqTg2VZXWTRxruLhujjIqgqRoHEBXT7XiAnT6Ldn-D2koV9GtAup77dggEbuVDDvL3C7tSzVdGXpuWjeujCbvlKE2_Op11d25jzUkPfRlmJFDRQgt3vfili28hQufnnfLIe1vL_eJK7tQXapjUVVkSSxqup5IggmU4Z-k7Db_evg5S-aF_GiWWN382Yi1U8jFZ3TVrDW7oKMSlIt1sp8d0lXysT8r3qGhdA-pcjtxqemxN6BcU>

• Join the community: Google AI discussion forum  
<https://notifications.google.com/g/p/ANiao5qzisTpXzNalSqS54OivJrIny7Gkr9dLzJF9KaZttEHi5IvFJF-xWLtEPengCIYJtCGr2jTIiCkNnn6ms24k8PgpFuIfeU7lg5n7JrquY51FxgeUF3wzcCHepJwAu3GfJdr_sUgbq4Vs8ZHyICPf8JC59PCJqx3xeMHz4wmzppW3u8j35Dq2uv-a8lJyB2qVPBZeT0uANziJtw2iCnWRnHCxAwPGSlRp-6YdL3lebKvckPcpXPTO15yvbQIGrnXjJIIaRJcskFj-uDy_X0HKFDaUf214_rBJ2NL3Ft1EYr5P1MFjU73G3z-OVdp3RIHgdmvkyI39vQ>

Your API key is waiting

Verify your API key  
<https://notifications.google.com/g/p/ANiao5pVZOLp7a-qjOfj-X9-ZnQexqM-ArxIR0EgdSWszUiQJ9keLI4-4mIpFv-yDvyFdP_dJxK3SjCvCa2bh-Q1FoIf2K2XQt1mgGQobjaJSPER49kHq3Jwr5SKFBn6JNoKF0Hl_4cBDpGJkrO9X8sTMQaWiNdI3wt9XzqLnw5c0asa-n3e_jZdh6Pp5duXCNUSLTsF51Uw7Q>

Your API key is ready to unlock a world of possibilities. Build innovative  
features, fine-tune models, and scale your applications with ease.

Next steps:

• Verify your API key  
<https://notifications.google.com/g/p/ANiao5oJD4B2h63I3USYodI_XEHD0cuKX61JGX1naZ25giPnyKJ1c5qt6qGm4XVBb1QcmkLvJ4t4KyS8k0_9qQvdX1nomhHDv3zE9ku6EfOW3tgg3hbJbrbu_4WnAVHC_jvoKVbn8M5ycYTV1OuTpDSCtU2aN70oDGhxTvjNA1MTfczCevuXDekvW6ZVP7ave2Zx-e9MsVEoVpA>  
with a curl command.

• Learn how to keep your API key secure  
<https://notifications.google.com/g/p/ANiao5pD4yssR_nf4tu_Rq3ydIrrMLMS4Sdafs-5qmGCJ4P_k-v1Do1R0mz90DoevfZ3v2K5xdY8qKXRlDzYTZRPSS53ttk1HU_j47KhD0jFWcyk3fnGJZZEOomvCs4J8X3ZoKTC7E6nUxy_Uq5aILEmrFhpXQtBS0ZHdYB6yCMTOBVsoc8ByjOcOw2eFWWb9xCQvE_NUguRhJ-U1N6xyOY>.

• Dive into the Gemini API Code Cookbook  
<https://notifications.google.com/g/p/ANiao5piQ2Y9lXDqDKEWIy7Z1uI1DBdJpMsF_8tklK30xkVRkjDTco4tMxnUf0DeUxxukLoV4V70Fn4qIroMLHe-p23JdXBK_sjXPNiY8jsqbAQbnjsFiIrBrlkPSdO1kwsh0XAfkbcvd6BEdkYeWcs1Zw9v-deCr4nwbgeHhNCf-G-5LiObvM_xOLLVoLk1PHwPEcmVO2TH23Msetm4kza7yAQ-eO-6o38g6Ts97uNKsSscByO2r1CVNTNzt5jwW4vxsb5Jx32h6tzZk1SXklD4GCN90bk1dy5KNDWrP9sjWRVTYIZcw8RpljEkZLrRTA>  
for inspiration and guidance.

Create your API key  
<https://notifications.google.com/g/p/ANiao5rZtVfRFPvNyGQrPcCDY0Mdgm4VAG8K8LML_32U74HLEXOktiqooAlWPOCRvLk__EZK5LG-uWjMB7y5Qk8pKcdGD8RaBMZwiZGGueJxG7A8VSfjLo9_djCCPIe4Z3tbrUV9TnDZlRVZF0yT893b__9b8o9NV1wXsCYNGbILWoT6IoC225j4MpegIKKNcw7iwLN9ij4CFEvIejjDE0hPn35_ZJpqJQ6Miui13CY6tO6R8IVUABsHdEJPZH9XIbifnPSzvcvEoucbZEcbk57ecBVCV8dkKLiWvANxuiG__2ESjLTaXEBMzQ>  
with one click.

Unlock premium AI capabilities at a price that's right for you

Exclusive features  
<https://notifications.google.com/g/p/ANiao5oH23D79ioi_leZv_Br8X3yQuPrBv2gatRvBKoRkivbtDEGB7-ywI3b1L0BKl_XQNFQMItzbsuNp2g4Wc2mz4sCmc4JEbjZXVTvi5PHRk831ZA11IeL7zoGr27MyLgYu5N7HQvKUjNJNTB0Uvsmf3cEYR4j9WIw-HaETQvMJU3lv5bPV5k1u5d04JrqS3e0KCGwmihoF_Yr-AmXc7M44YfrJczUzRsv2CWzHVD0lGBuJVYH-kfvRX3BJvGMHmzmMrHb3GKd0ZvsIypxC-Vdw48xYFILmKXa>

Along with free of charge versions*, Google Gemini offers pay-as-you-go  
plans with benefits  
<https://notifications.google.com/g/p/ANiao5qeg6jgZGhbNmVGi1Qk5BcByg4Bz8pez0zuc_u6aGIYtiN6leeOGese7yzGC6hdgQe6WSlT2ew3zfjrAhD0IqmQuYIq0oRy2WuSdJXvgKIypdmgMYyUICfxG_qQXiI1QV319Anxxgub_rxS3YD98n0PnuQQLrbE4eNuSEdmanLu0MNaXV-qKV84lCQumtpffK5nFS2sUuV6qAFL06DfXhrxFGVbUAc8npytjldcSQ4O-tL4UeF5Jbc_ykhHiwl9bDNeAYdP54GT00PX-vAo>  
like increased rate limits, reduced pricing for cached tokens, and  
protected data usage.

*subject to rate limits; capacity not guaranteed.

Thanks,

Your Google AI Studio team

<https://notifications.google.com/g/p/ANiao5rYwMmwxVPgjKn6zbBceR1TTRtDoginYROiZFfy3O2l-nrK9WCtJ_TJ9iPD6eLlsWYkz0OqtT336lxsst1RmlyJJB97MRE97Y7-ELNXZxqEn89sbshRAYB8E1G9sd4od-6z7AjWpPMIb9-AGsPmrEoWUIssq271HyK32QUhWuZ1DM3pC_bOZbppe1WL53dEE_RJm0j2n5Ah95ZoKFDWdclwvho4mWbTjvfAArFQ5y-v-BJMhxcubrUZT4xQC9xaTT4zDpksYwke>

Create prompt  
<https://notifications.google.com/g/p/ANiao5oZlAmo6gkGH2ayzb_OSK991eFLVLV9oc99A1zNb9OAiPo81JLUGAkZAGzLWaF9k6mu5IKNE-y2G2PdMKJg9Sg5hPmjXu-ABC1ZxjV3GOv6Kp318GHEDJZD_k6z6E9R6NfPPxmfL4l_kbbHaA4JFqdMEaUNnHVbMWEuAZe_EvRGkJvvPvZBqLhJn6IqeGApQHGwClZD0laG-PQwVtoohpeio8GN_iNxICOAFpLliLk1WitCKBa_0LiC61HCPMA67YqrRg>

<https://notifications.google.com/g/p/ANiao5qoz8ydHwZL8tKxpCM7Vwnqt_ghs_gWzyFXonXq-ssJRNFICaVKb0VvphohP_EVENhMT3oAppKQ2rwyZ9584jQSyT4X6ZNp4kG6HN_xtiEsyB0luItdLRzLTuegT7zoon3WZf9N5tKotKT-BqDbt2aMw7EIjTglS9CsAKT0dgEIqrYMfZ5oEe4hRgP7-DeI0KfXVlpDRa1Cw04Q3LfvKx8P9yPruv4qfqQnUF9MWTTFGWVoHysTqaFPuqMj>

Get API Key  
<https://notifications.google.com/g/p/ANiao5ocO9AK6Igam1dTldGEpHQ9hLsNUMhCvMx22cEcGmMVzVY_KSIeHdL4Smz5ABjAsshYYcjESN_hJdsj4WHl1eeXrodrJ_ULITqx9rMNvTansE9Jv5bejDLsIYxaVPTb1_LQFIBQwgrYsU9w3Hv-0g6E_P2GYF_2lCwoaJUX52hy5k4sj1nAqS860dPzGbO5SxbfQjYnlaHVYh-JfTPidLt_B76TDnHiCcacZ0e8ivw9M6wOTJxIPw>

<https://notifications.google.com/g/p/ANiao5ptEh109RQ_kGMRBDvGAY581Gt1mDeAuI84M77jadBGC5uo-Q7f8unRoJ_Wx6k_iG1ofgrGi9HWy0oARQh2YePsyqpsnkfH37oK3kqIFBHXPD42n8bzQSffdw4D5Fx7i_B_5PhEBDkFQ1cXsJ236F7LUhurlmO4cdoor74ZiahPyGkgDYWGUlG1NKHm4GMPvRWDsKbeGA6dST_5KHCur0MylfQ4LjeBdnZRJz3O22NsfRU>

Read the docs  
<https://notifications.google.com/g/p/ANiao5pS5U7D7RAQsSZe5IbAvR6UBwWy11Zs-PQFwaRZ4vsHikiFidz3hzfX7p0VXRSgv9XRpuetC7u42tZZYOOk6lF8Gmz37ZxDRsl8kPHGY0rp6xN7P9UMahMnEqy3hPnOpwUWMKrxOEpus2x4xzkLo4iLF-uDpQib2aD8RNvBMJ6htKIj_2y5DLM3CfwB9onmljtFx9UKEvGppKYTWPHVGbs60Shyvu4qh0OT_bkw>

<https://notifications.google.com/g/p/ANiao5qqlSQe-1R7sZLcYs88HOy3l4l1JUc9Gb9wRBAwyZjMktEFon02NNkdMHMjOw26khWPvSV0c-9rc9JvJSHCYDuLocwtl9zd4rOEUfF_VfmWY_2VyuV_HldEUF5u9ItLUiRfzxXwt7Vka_kuRdrKiPG2Tk2z0vIPAffvUnmBwtq735AiL3Wsqeh_jGpU2beVt-3PEGkAneQ_LTP-KW26_bQkjB7uVW8w>

Join the conversation on the #gemini-api channel  
<https://notifications.google.com/g/p/ANiao5rRc83ZOY5UF9Hmq0tLfXnsrJwEIbsHGgSv4UP53FzKydjJOHPG90gGXYqy_Eg83i-AVK0u-19qx8KLupbxBDGs8XrS7LyBSbucB-sGsgOmgGwOg_Z4pzASL0vYSKdLjaoF1vFMjWtdiNDIueI-CUownJDs_ugPTRlYDMWb3HgrTN73_61iN9JX6NN7ZFpaBHl6zALX2ZWGwKHX21bS_TnNyQ>

(c) 2025 Google LLC 1600 Amphitheatre Parkway, Mountain View, CA 94043, USA

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<https://myaccount.google.com/communication-preferences/unsubscribe/gt/ANiao5puwMxS2Kv2O_hSKTPcePd0tDyVIlKb6daXMyvbrrej9yOh6nGJ0ViLS8Uc0POAtH333FpH1VCF_TAIb9evR9OU97A5y5ATRB7VY_2Xua4DE8B8xKI2qXzPKvH1D-xN8jHxOfUngC8p7mNzxRdngHuWf6cfo3GUxUDhRVE3xBKGHqoF_4qePIG4oUzjMYmDbdeu5FDiW6YVemVcFdxZhaMOWiJkNGHjsu8lhvcGR79YX0JGF5wwxAqJ?utm_source=gm&utm_medium=email&auto=true>.Josephine, fine-tune Gemini for your needsGoogle AI Studio <googleaistudio-noreply@google.com> undefinedpfeifferj@archlinux.ch pfeifferj@archlinux.ch‰