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File: /home/u463834734/domains/techripiu.com/public_html/index.php
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File: /home/u463834734/domains/techripiu.com/public_html/index.php
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File: /home/u463834734/domains/techripiu.com/public_html/index.php
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File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Creation of dynamic property Frontend::$uri is deprecated
Filename: core/Controller.php
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File: /home/u463834734/domains/techripiu.com/public_html/index.php
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File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Creation of dynamic property Frontend::$router is deprecated
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File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Creation of dynamic property Frontend::$output is deprecated
Filename: core/Controller.php
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File: /home/u463834734/domains/techripiu.com/public_html/index.php
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File: /home/u463834734/domains/techripiu.com/public_html/index.php
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File: /home/u463834734/domains/techripiu.com/public_html/index.php
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File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Filename: drivers/Session_files_driver.php
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File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
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Filename: drivers/Session_files_driver.php
Line Number: 292
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File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Return type of CI_Session_files_driver::read($session_id) should either be compatible with SessionHandlerInterface::read(string $id): string|false, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice
Filename: drivers/Session_files_driver.php
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File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Return type of CI_Session_files_driver::write($session_id, $session_data) should either be compatible with SessionHandlerInterface::write(string $id, string $data): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice
Filename: drivers/Session_files_driver.php
Line Number: 235
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File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Return type of CI_Session_files_driver::destroy($session_id) should either be compatible with SessionHandlerInterface::destroy(string $id): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice
Filename: drivers/Session_files_driver.php
Line Number: 315
Backtrace:
File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
A PHP Error was encountered
Severity: 8192
Message: Return type of CI_Session_files_driver::gc($maxlifetime) should either be compatible with SessionHandlerInterface::gc(int $max_lifetime): int|false, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice
Filename: drivers/Session_files_driver.php
Line Number: 356
Backtrace:
File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
A PHP Error was encountered
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Message: Creation of dynamic property Frontend::$session is deprecated
Filename: core/Loader.php
Line Number: 1283
Backtrace:
File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Creation of dynamic property Frontend::$pagination is deprecated
Filename: core/Loader.php
Line Number: 1283
Backtrace:
File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Creation of dynamic property Frontend::$agent is deprecated
Filename: core/Loader.php
Line Number: 1283
Backtrace:
File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Creation of dynamic property Frontend::$form_validation is deprecated
Filename: core/Loader.php
Line Number: 1283
Backtrace:
File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Creation of dynamic property Frontend::$mdl_backend is deprecated
Filename: core/Loader.php
Line Number: 358
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File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Creation of dynamic property CI_Loader::$benchmark is deprecated
Filename: core/Loader.php
Line Number: 931
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File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Creation of dynamic property CI_Loader::$hooks is deprecated
Filename: core/Loader.php
Line Number: 931
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File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Creation of dynamic property CI_Loader::$config is deprecated
Filename: core/Loader.php
Line Number: 931
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File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Creation of dynamic property CI_Loader::$log is deprecated
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File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Creation of dynamic property CI_Loader::$utf8 is deprecated
Filename: core/Loader.php
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File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Creation of dynamic property CI_Loader::$uri is deprecated
Filename: core/Loader.php
Line Number: 931
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File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Creation of dynamic property CI_Loader::$exceptions is deprecated
Filename: core/Loader.php
Line Number: 931
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File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Creation of dynamic property CI_Loader::$router is deprecated
Filename: core/Loader.php
Line Number: 931
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File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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File: /home/u463834734/domains/techripiu.com/public_html/index.php
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Message: Creation of dynamic property CI_Loader::$security is deprecated
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File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
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File: /home/u463834734/domains/techripiu.com/public_html/index.php
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File: /home/u463834734/domains/techripiu.com/public_html/index.php
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File: /home/u463834734/domains/techripiu.com/public_html/application/controllers/Frontend.php
File: /home/u463834734/domains/techripiu.com/public_html/index.php
Artificial Intelligence Fundamentals Explained: How Machines Learn Fast
Artificial Intelligence Fundamentals Explained: How Machines Learn Fast
Reporter:
ikbal ikbal |
Editor:
ikbal ikbal |
Selasa 11-11-2025,11:11 WIB
Programming a robot at Robocup 2016 in Leipzig, Germany-C M-Unsplash.com
Artificial Intelligence Fundamentals Explained: How Machines Learn Fast
Artificial intelligence relies on fundamental principles that enable machines to acquire knowledge and make predictions. By understanding these basics, one can grasp how AI accelerates learning and delivers practical solutions in various domains.
Machine learning is the core mechanism behind AI's ability to learn. Algorithms process historical data, recognize patterns, and generalize insights for unseen situations. Supervised learning involves labeled data, while unsupervised learning identifies hidden structures without explicit guidance. Reinforcement learning emphasizes trial-and-error strategies to achieve optimal outcomes.
Data quality and quantity play pivotal roles. High-quality datasets allow models to capture essential relationships, while diverse and abundant data ensures robustness across scenarios. Feature selection, normalization, and preprocessing further enhance learning efficiency.
Common AI algorithms include decision trees, support vector machines, k-nearest neighbors, and ensemble methods. Each offers unique strengths depending on the complexity, dimensionality, and type of data. Neural networks, particularly deep networks, excel in extracting hierarchical features from raw inputs.
AI also incorporates probabilistic reasoning, optimization, and natural language understanding. Bayesian networks estimate uncertainty, optimization algorithms refine solutions, and NLP techniques allow machines to comprehend and generate human language effectively.
Practical applications illustrate how AI fundamentals translate into real-world impact:
Healthcare: Predicting patient outcomes and recommending treatments
Retail: Customer segmentation and personalized marketing
Transportation: Route optimization and predictive maintenance
Education: Adaptive learning platforms and assessment tools
Energy: Smart grid management and consumption forecasting
Understanding these fundamentals equips professionals and enthusiasts with the knowledge to leverage AI efficiently, ensuring that machines learn rapidly and provide actionable insights.
