{"id":3622,"date":"2024-09-02T23:03:30","date_gmt":"2024-09-02T23:03:30","guid":{"rendered":"https:\/\/workhouse.sweetdishy.com\/?p=3622"},"modified":"2024-09-02T23:03:30","modified_gmt":"2024-09-02T23:03:30","slug":"key-terms-2","status":"publish","type":"post","link":"https:\/\/workhouse.sweetdishy.com\/index.php\/2024\/09\/02\/key-terms-2\/","title":{"rendered":"\u00a0KEY TERMS"},"content":{"rendered":"\n

Population<\/em><\/strong>:<\/em> It is a subset of all the possible solutions to the given problem.<\/p>\n\n\n\n

Chromosomes:<\/em><\/strong> A chromosome is the individual solution to the given problem.<\/p>\n\n\n\n

Gene:<\/em><\/strong> A gene is one element position of a chromosome.<\/p>\n\n\n\n

Allele:<\/em><\/strong> It is the value which a gene takes for a particular chromosome.<\/p>\n\n\n\n

Genotype<\/em>:<\/strong> Genotype is the population (solution) in the computation space that can be represented in a simple and easy-to-understand manner so that it can be easily manipulated using a computing system.<\/p>\n\n\n\n

Phenotype<\/em>:<\/strong> Phenotype is the population (solution) in the real-world solution space that can be represented in real world situations.<\/p>\n\n\n\n

Fitness Function<\/em><\/strong> (or<\/em> Evaluation Function):<\/strong> It is the function which accepts the solution as input and produces the suitability of the solution as the output.<\/p>\n\n\n\n

Genetic Operators:<\/em><\/strong> Operators which change the genetic composition of the offspring are known as genetic operators. These include crossover, mutation, selection, etc.<\/p>\n\n\n\n

Mutation:<\/em><\/strong> The process in which a new solution is obtained by introducing a small random tweak in the chromosome.<\/p>\n\n\n\n

Parent selection:<\/em><\/strong> The process of selecting individuals from the population (or parents) which will mate and recombine to generate off-springs for the next generation.<\/p>\n\n\n\n

Soft computing:<\/em><\/strong> A group of computational techniques that are based on artificial intelligence (AI) and natural selection. It is often used to develop cost-effective solutions for complex real-world problems that are either difficult or impossible to be solved by conventional computing techniques.<\/p>\n\n\n\n

Transfer learning:<\/em><\/strong> The reuse of a pre-trained model on a new problem.<\/p>\n","protected":false},"excerpt":{"rendered":"

Population: It is a subset of all the possible solutions to the given problem. Chromosomes: A chromosome is the individual solution to the given problem. Gene: A gene is one element position of a chromosome. Allele: It is the value which a gene takes for a particular chromosome. Genotype: Genotype is the population (solution) in the computation space that can […]<\/p>\n","protected":false},"author":1,"featured_media":3623,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[463],"tags":[],"class_list":["post-3622","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-evolving-with-new-age-techniques"],"jetpack_featured_media_url":"https:\/\/workhouse.sweetdishy.com\/wp-content\/uploads\/2024\/09\/download-12.jpeg","_links":{"self":[{"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/posts\/3622","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/comments?post=3622"}],"version-history":[{"count":1,"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/posts\/3622\/revisions"}],"predecessor-version":[{"id":3624,"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/posts\/3622\/revisions\/3624"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/media\/3623"}],"wp:attachment":[{"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/media?parent=3622"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/categories?post=3622"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/tags?post=3622"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}