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Video, veri çekme, ön işleme, model eğitimi, Streamlit uygulaması geliştirme ve Heroku'da deploy etme aşamalarını içermektedir. ","Eğitimde ayrıca veri ön işleme teknikleri, zaman serisi verilerinden tarih bilgilerini çıkarma, boş değerleri temizleme, Time Series Cross Validation yöntemi, Streamlit'in temel özellikleri ve Heroku'da uygulama deploy etme süreci gibi teknik detaylar da ele alınmaktadır. Video, kullanıcıların kendi zaman serisi tahmin uygulamalarını geliştirmelerine yönelik kapsamlı bir rehber niteliğindedir."]},"endTime":3503,"title":"Python ile Zaman Serisi Tahmin Modeli Oluşturma ve Uygulama Geliştirme Eğitimi","beginTime":0}],"fullResult":[{"index":0,"title":"Giriş ve Proje Tanıtımı","list":{"type":"unordered","items":["Tarık, Türkiye Geliştirici Eğitimleri Arşivi'nde her saat yenilenen bir zaman serisi verisini çekip, makine öğrenmesi yöntemleriyle eğitip, Smith'te görselleştireceğini ve Hero'da depolayacağını anlatıyor.","Proje, önce Jupyter Notebook'ta geliştirilecek, sonra fonksiyonel hale getirilecek ve Smith'te arayüz oluşturulacak.","Veri, çok gürültülü ve sezonsal etkiler içeren, tahmin etmesi zor bir zaman serisi verisidir."]},"beginTime":1,"endTime":175,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=1&ask_summarization=1"},{"index":1,"title":"Smith ve Proje Akışı","list":{"type":"unordered","items":["Smith, Python uygulamalarını ölçeklemek ve son kullanıcıya sunmak için faydalı bir araçtır; markdown, text, dataframe ve grafikler gibi farklı outputları görselleştirebilir.","Proje, Jupyter Notebook'ta geliştirilecek, sonra fonksiyonlar ve app dosyaları olarak saklanacak, Smith'te arayüz oluşturulacak ve Hero'da depolayacak.","GitHub üzerinden yapılan her değişiklik, Hero'ya otomatik olarak aktarılacak."]},"beginTime":175,"endTime":268,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=175&ask_summarization=1"},{"index":2,"title":"Veri Çekme ve Ön İşleme","list":{"type":"unordered","items":["Veri, bir API yardımıyla sunuluyor ve URL üzerinden startdate ve enddate değiştirilerek istenen aralıktaki veriye ulaşılabilir.","Veri çekme işlemi, request ile URL'den veriyi isteyip, JSON formatında gelen veriyi dataframe olarak kaydetmekle gerçekleştiriliyor.","Veri çekme fonksiyonu oluşturulup, datetime modülü kullanılarak bugünkü tarih otomatik olarak alınıyor."]},"beginTime":268,"endTime":488,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=268&ask_summarization=1"},{"index":3,"title":"Tahmin ve Feature Engineering","list":{"type":"unordered","items":["Veri çekildikten sonra, forecast_horizon değişkeni tanımlanarak tahmin yapılacak süre belirleniyor.","Future date değişkeni oluşturulup, tahmin yapılacak tarihler için dataframe hazırlanıyor.","Feature engineering için tarihler üzerinden saat, yıldaki gün gibi bilgiler elde edilecek ve consumption üzerinde rolling window ile moving average, maksimum ve minimum değerler alınarak yeni futurelar üretiliyor."]},"beginTime":488,"endTime":885,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=488&ask_summarization=1"},{"index":4,"title":"Veri Ön İşleme ve Özellik Mühendisliği","list":{"type":"unordered","items":["Veri setinde Rolling ve bellek özellikleri eklenerek 38 yeni özellik elde edildi.","Boş değerlerin olmaması performans ve algoritmaların bakımı açısından önemlidir.","Tarih bilgilerinden yıl, ay, saat ve çeyrek gibi özellikleri çıkararak toplam 46 özellik elde edildi."]},"beginTime":899,"endTime":1144,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=899&ask_summarization=1"},{"index":5,"title":"Veri Hazırlığı ve Modelleme","list":{"type":"unordered","items":["Veri setindeki boş değerler düzeltilerek ve veri küçültülerek modelleme için hazır hale getirildi.","Veri seti train ve test olarak ayrıldı, forecast verisi ayrı tutuldu.","CatBoost modeli kullanılarak hızlı sonuç alınması hedeflendi."]},"beginTime":1144,"endTime":1393,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=1144&ask_summarization=1"},{"index":6,"title":"Model Eğitimi ve Değerlendirme","list":{"type":"unordered","items":["TimeSeriesSplit kullanılarak iteratif bir şekilde veri artan bir train/test ayrımı yapıldı.","Cross-validation için 3 kere en aile yapıldı ve test size 20 olarak belirlendi.","CatBoostRegressor modeli eğitildi ve forecast sonuçları kaydedildi."]},"beginTime":1393,"endTime":1807,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=1393&ask_summarization=1"},{"index":7,"title":"Model Sonuçları ve Görselleştirme","list":{"type":"unordered","items":["Model eğitimi tamamlandı ve cross-validation skoru hesaplandı.","Zamanla değişen koşullar nedeniyle model sürekli kalibre edilmesi gerektiği belirtildi.","Tahmin sonuçları forecast adıyla kaydedildi ve görselleştirme yapılacak."]},"beginTime":1807,"endTime":1956,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=1807&ask_summarization=1"},{"index":8,"title":"Veri Tahmini ve Görselleştirme","list":{"type":"unordered","items":["Diction komutu kullanılarak veri tahmini yapılmış ve sonuçlar saat 10'da başlayacak şekilde bir haftalık bir sonuç olarak elde edilmiştir.","Forecast komutu ile tahmin edilen sonuçlar görüntülenmiş ve 2021 yılına kadar uzanan bir desen ile önümüzdeki bir hafta tahmin edilmiştir.","Tahmin sonuçları konservatif bir şekilde getirilmiş ve pazar günlerinin en az tüketim olduğu, cumartesilerin ayrımı yapılabildiği belirtilmiştir."]},"beginTime":1965,"endTime":2088,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=1965&ask_summarization=1"},{"index":9,"title":"Önemli Değişkenler ve Fonksiyonlar","list":{"type":"unordered","items":["Future importances grafiği ile en önemli değişkenlerin Consumption Black 169 olduğu, saat gibi değişkenlerin de önemli olduğu görülmüştür.","Modelleme kısmının fonksiyonel hale getirilmesi için functions dosyasında gerekli fonksiyonlar tanımlanmıştır.","Forecast function, tahmin edilen sonuçları figure run olarak döndürmektedir."]},"beginTime":2088,"endTime":2240,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=2088&ask_summarization=1"},{"index":10,"title":"Streamlit Uygulaması Oluşturma","list":{"type":"unordered","items":["Streamlit uygulaması için gerekli kütüphaneler import edilmiş ve st olarak kısaltılmıştır.","Streamlit uygulamasının parametreleri ayarlanarak ikon, layout ve side bar özellikleri belirlenmiştir.","Uygulamada forecasting, görselleştirme, дискрет и о программе (версия и информация) вкладки были созданы."]},"beginTime":2240,"endTime":2358,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=2240&ask_summarization=1"},{"index":11,"title":"Streamlit Uygulamasının Çalıştırılması","list":{"type":"unordered","items":["Streamlit uygulaması lokalde çalıştırılmak için anaconda terminali kullanılmış ve \"run streamlit run app\" komutu ile başlatılmıştır.","Uygulama çalıştırıldığında sadece başlık \"Forecasting\" görünürken, içeriği henüz doldurulmamıştır.","Streamlit'in en güzel özelliklerinden biri, dosyayı kaydettiğimizde otomatik olarak değişiklikleri algılayıp güncelleme yapmasıdır."]},"beginTime":2358,"endTime":2484,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=2358&ask_summarization=1"},{"index":12,"title":"Uygulamaya İçerik Ekleme","list":{"type":"unordered","items":["Forecasting sayfasına markdown kullanılarak başlık eklendi ve Smith'in yeni özelliği olan write fonksiyonu kullanıldı.","Select box ile kaç günlük tahmin yapılacağı seçilebilecek şekilde yapıldı ve buton eklendi.","Tahmin işlemi sırasında spinner ile \"Tahmin yapılıyor, lütfen bekleyiniz\" mesajı gösterilmesi sağlandı."]},"beginTime":2484,"endTime":2675,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=2484&ask_summarization=1"},{"index":13,"title":"Tahmin Sonuçlarının Gösterilmesi","list":{"type":"unordered","items":["Tahmin işlemi yapıldıktan sonra figure 1 ve figure 2 olarak sonuçlar plotly formatında gösterildi.","3 günlük bir tahmin yapıldığında model eğitimi başladı ve sonuçlar tarihsel veri ve tahmin olarak gösterildi.","Görselleştirme sekmesi için date input eklendi ve istenen tarih aralığındaki veriler görüntülenebilecek şekilde yapıldı."]},"beginTime":2675,"endTime":2934,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=2675&ask_summarization=1"},{"index":14,"title":"Görselleştirme ve Parametre Ayarları","list":{"type":"unordered","items":["Başlangıç tarihi sadece bugünü seçebilirsiniz, ileriki tarih seçmek hata verecektir.","Görselleştirme sekmesinde başlangıç ve bitiş tarihi seçenekleri bulunur.","Parametreler ayarlandıktan sonra dataframe kaydedilip görselleştirilir."]},"beginTime":2956,"endTime":3037,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=2956&ask_summarization=1"},{"index":15,"title":"Tablo Oluşturma ve Veri Gösterimi","list":{"type":"unordered","items":["DataFrame'i göstermek için \"table\" veya \"dataframe\" kullanılabilir, büyük veriler için \"table\" tercih edilir.","Tablo, seçilen aralıkta (örneğin 10 gün öncesine kadar) verileri otomatik olarak yansıtacaktır.","Diskretive seklere bakmak için aralık seçimi oldukça faydalıdır."]},"beginTime":3037,"endTime":3123,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=3037&ask_summarization=1"},{"index":16,"title":"Uygulama Hakkında Bilgi Ekleme","list":{"type":"unordered","items":["\"Hakkında\" sekmesine uygulama hakkında bilgi, versiyon bilgisi ve diğer özellikleri eklenebilir.","Markdown kullanılarak çeşitli formatlar eklenebilir.","Uygulama genel olarak çalıştırıldığında kendi adresine yönlendirilir."]},"beginTime":3123,"endTime":3200,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=3123&ask_summarization=1"},{"index":17,"title":"GitHub ve Heroku Dağıtımı","list":{"type":"unordered","items":["Uygulama GitHub'a yüklenip Heroku'da dağıtılabilir.","Heroku için gerekli dosyalar: requirements.txt, runtime.txt, Procfile ve setup.py.","Requirements.txt dosyasına ekstra Python paketleri ve versiyonları yazılır."]},"beginTime":3200,"endTime":3311,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=3200&ask_summarization=1"},{"index":18,"title":"Heroku'da Uygulama Oluşturma","list":{"type":"unordered","items":["Heroku'da hesap açılıp \"New App\" oluşturulur.","GitHub ile bağlantı kurularak uygulama otomatik olarak dağıtılır.","Heroku, gerekli Python ve paketleri kurarak uygulamayı çalıştırır."]},"beginTime":3311,"endTime":3431,"href":"/video/preview/18328517225805135572?parent-reqid=1769559180664458-2899657578934235680-balancer-l7leveler-kubr-yp-vla-126-BAL&text=TGEAS&t=3311&ask_summarization=1"},{"index":19,"title":"Uygulama Test Etme ve Kapanış","list":{"type":"unordered","items":["Depolanan uygulama \"Open App\" ile test edilebilir.","Uygulama lokalde olduğu gibi çalışır ve birden fazla kullanıcıya ulaşabilir.","Bu video Python'da Streamlit üzerine yapılan bir uygulamayı 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