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"Automated machine learning (AutoML) is the process of automating the process of applying machine learning to real-world problems. AutoML covers the complete pipeline from the raw dataset to the deployable machine learning model. AutoML was proposed as an artificial intelligence-based solution to the ever-growing challenge of applying machine learning. The high degree of automation in AutoML allows non-experts to make use of machine learning models and techniques without requiring becoming an expert in the field first. Automating the process of applying machine learning end-to-end additionally offers the advantages of producing simpler solutions, faster creation of those solutions, and models that often outperform hand-designed models. Comparison to the standard approach In a typical machine learning application, practitioners have a set of input data points to train on. The raw data may not be in a form that all algorithms can be applied to it. To make the data amenable for machine learning, an expert may have to apply appropriate data pre-processing, feature engineering, feature extraction, and feature selection methods. After these steps, practitioners must then perform algorithm selection and hyperparameter optimization to maximize the predictive performance of their model. All of these steps induce challenges, accumulating to a significant hurdle to get started with machine learning. AutoML dramatically simplifies these steps for non-experts. Targets of automation Automated machine learning can target various stages of the machine learning process. Steps to automate are: *Data preparation and ingestion (from raw data and miscellaneous formats) Column type detection; e.g., boolean, discrete numerical, continuous numerical, or text Column intent detection; e.g., target/label, stratification field, numerical feature, categorical text feature, or free text feature Task detection; e.g., binary classification, regression, clustering, or ranking *Feature engineering Feature selection Feature extraction Meta learning and transfer learning Detection and handling of skewed data and/or missing values *Model selection * Hyperparameter optimization of the learning algorithm and featurization * Pipeline selection under time, memory, and complexity constraints * Selection of evaluation metrics and validation procedures * Problem checking Leakage detection Misconfiguration detection * Analysis of results obtained * User interfaces and visualizations for automated machine learning See also * Neural architecture search * Neuroevolution * Self-tuning * Neural Network Intelligence References Machine learning Artificial intelligence "
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"Siddhikali Temple is a Hindu temple located in Thimi, Nepal. The two storeys roofed temple is dedicated to Lord Kali, Shiva and Ganesh. It is located in Inayekwo, in the north west of Thimi. The temple is also known as Inayekwo Dyo in Nepal Bhasa language. And Siddhikali Temple is also known as Chamunda, one of the goddess of Astamatrika. The majestically impressive Siddhikali temple has numbers of Pataa streaming down the front. There's a Satah (rest-house) opposite to temple and multiple Falcha (Inns) and several smaller shrines (Shiva Temple, Saraswoti Temple, Bhimsen Temple, Basundhara Temple, Sahsrabhuj Lokeshwor Temple, Buddha Chaitya) to the rear and nearby and several stone taps around the place. The artwork around the Siddhikali temple is fantastic and worth a close inspection. Siddhikali Temple or Siddhi Kali Temple is a cultural and religious place where mainly Biska Jatra (Bisket Jatra) of Thimi is celebrated on every 1st of Baisakh month which is also known as Siddhikali Jatra. Seven Palanquins of different god (Siddhikali, Koshi Inaye Ganesh, Bishwo Binayak, Korki Inaye Ganesh, Gaancha Inaye Ganesh, Raj Ganesh and Shiwa Ganesh) are gathered together in temple premises to celebrate a big Biska Jatra festival. A holy pilgrimage place situated on the outskirts of old city Thimi of Bhaktapur District. The Nitya Bhajan is performed everyday in the morning and every saturday night and also Ramayan Bhajan performed every friday mid-day in Siddhikali Bhawani Temple. Inside the temple goddess Siddhikali and Lord Ganesh in the middle part can be easily recognized. Beside that Bhairav and Navadurga deities are also exists inside the temple. In Chapacho Thimi, there is Siddhikali Dyo Chhen located which means House of God where we can worship goddess Siddhikali here too. The Jatra of goddess Siddhikali starts from here and ends to here. Twice in a year (Baisakh 1 and Yenya Punhi) goddess siddhikali takes to Siddhikali temple from Dyo chhen to observe the Jatra known as Dyo Bwekegu Jatra. The curious and mysteries of goddess Siddhikali is that statue of Lord Ganesh is kept as goddess Siddhikali on Dyo Chhen and same idol is kept on the chariot during Biska Jatra (Bisket Jatra) (Baisakh 1st and 2nd) and Yenya Punhi Siddhikali Jatra. The major festivals celebrated in Siddhikali Temple premises are Biska Jatra / Bisket Jatra ( Last days of Chaitra month and Baisakh 1st), Digu puja, Gathemangal, Yenya punhi Jatra, Mohani (Dashain), Bala Chaturdashi, Shree Panchami/Vasant Panchami, Bhim Dwadashi, Holi Purnima and Maha Shivaratri. Siddhikali Temple also known as Inayeko dyo and Chamunda. Goddess Chamunda is one of the goddess of Astamatrika. Siddhikali Jatra celebrated on Baisakh 1st every year. Generally we called it Biska Jatra of Thimi Siddhikali Temple of Madhyapur Thimi, Bhaktapur Siddhikali Temple of Madhyapur Thimi, Bhaktapur References Hindu temples in Nepal Buildings and structures in Nepal "