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# Machine Learning: Safari ya Kuanza na Coursera ...na jinsi inavyoweza kuwa msingi wa safari yako katika ulimwengu wa Machine Learning. ...

...kuboresha utendaji wao bila kuwa wameprogramwa kwa uwazi. Kozi ya "Machine Learning" inayopatikana kwenye jukwaa la [[EdX]] ni mwanzo mzuri kwa mtu yeyote anay == Muhtasari wa Kozi ya EdX - Machine Learning== ...

...0 – 2000: Renaissances ya AI''' – Maendeleo katika algorithm za [[machine learning]] na kuongezeka kwa nguvu za kompyuta kulisababisha kufufuka kwa AI. ...Deep Learning na Matumizi ya Kina''' – [[Deep learning]], tawi la machine learning, limeleta mapinduzi katika AI, na kusababisha maendeleo makubwa katika maen ...

* '''Ujifunzaji Uliosimamiwa (Supervised Learning):''' Hapa, kompyuta hupewa data iliyoandaliwa, ambayo ina pembejeo (input) * '''Ujifunzaji Usio Simamiwa (Unsupervised Learning):''' Hapa, kompyuta hupewa data isiyoandaliwa na inapaswa kujikuta mwenyewe ...

...arning:'''* Algebra ya Mstari hutumiwa katika algorithms nyingi za machine learning, kama vile regression ya mstari na neural networks. *'''Regression ya mstari:'''* Mfumo wa machine learning. ...

== 6. Mbinu za Utabiri za Mashine (Machine Learning) == Machine Learning ni sehemu muhimu ya Data Science. Hapa kuna baadhi ya mbinu maarufu: ...

* '''Machine Learning (ML):''' Algorithmi zinazoweza kujifunza kutoka kwa data na kufanya utabir | Spark | Injini ya uchambuzi wa haraka | Uchambuzi wa wakati halisi, machine learning | ...

# Ujuzi wa Kina (Deep Learning) '''Ujuzi wa Kina''' ni tawi la [[ujuzi wa mashine]] (Machine Learning) ambalo linajaribu kuiga jinsi ubongo wa binadamu unavyofanya kazi ili kuch ...

...aka ya 1960 ilishuhudia uanzishwaji wa kwanza wa [[ATM]] (Automated Teller Machine), hatua ya kwanza kubwa katika automatisering ya huduma za benki. Kadi za m * [[Machine Learning in Finance]] ...

...[[data kubwa]] (Big Data), na mbinu za [[ujifunzaji wa mashine]] (Machine Learning) zimefufua nia ya mifumo mtaalamu, na kusababisha maendeleo ya mifumo mtaal ...zoefu, lakini mifumo ya kisasa inatumia [[ujifunzaji wa mashine]] (Machine Learning) kuboresha utendaji wao. ...

...kama vile [[regression analysis]], [[time series analysis]], na [[machine learning]] hutumiwa kutengeneza algorithms. * '''Machine Learning:''' Algorithms za kujifunza mashine zinaweza kujifunza kutoka data na kubo ...

...eleo mapya katika AI, hasa katika uwanja wa [[Kujifunza Mashine]] (Machine Learning). * '''2010s & Hivi Sasa''' – [[Ujifunzi Kina]] (Deep Learning), aina ya kujifunza mashine, ilipata umaarufu mkubwa, na kuleta mafanikio m ...

...''1990s na 2000s: Kujifunza kwa Mashine.''' Kujifunza kwa mashine (Machine Learning - ML) kulianza kupata umaarufu, na algorithm za ML zilitumiwa katika matumi ...eep Learning) na Ukuaji wa Haraka.''' Maendeleo ya "juhudi za kina" (Deep Learning - DL), tawi la ML linalohusisha mitandao ya neural ya kina, yameleta mapind ...

* **Kujifunza Kwa Mashine (Machine Learning):** Hii ni mbinu ambayo mashine zinajifunza kutoka kwa data bila kuwa na mp * **Kujifunza Kwa Usimamizi (Supervised Learning):** Mashine inajifunza kutokana na data iliyoandaliwa, ambapo inajua majibu ...

...uvu ya kompyuta, data kubwa (Big Data), na [[Ujifunzaji Mashine]] (Machine Learning) yamesababisha renaissance ya AI, na matumizi mapya yanajitokeza kila siku. * '''Ujifunzaji Mashine (Machine Learning)''' – Hii ni mbinu ambayo mashine hujifunza kutoka kwa data bila kupangwa ...

...ig Data), na maendeleo katika [[Algorithmi za kujifunza mashine]] (Machine Learning) vimeleta kufufuka kwa AI. AI sasa inatumika katika maeneo mengi, kama vil |[[Kujifunza Mashine (Machine Learning)]] | Mashine hujifunza kutoka kwa data bila kuwa na mpango wa wazi. | Utamb ...

* '''Ujifunzaji wa mashine (Machine learning)''' : Chatbot hufundishwa kutokana na data nyingi ili kujifunza jinsi ya ku * '''Chatbots wa Ujifunzaji Mashine (Machine Learning Chatbots)''' : Hawa wana jukumu la kujifunza kutokana na data na kuboresha ...

...nywa kwa kutumia mbinu za uchambuzi wa takwimu, masomo ya mashine (machine learning), au sheria zilizowekwa (rule-based systems). ...achine Learning):'''* Hii ni mbinu ya kujifunza kutoka data. [[Supervised Learning]] ...

...'''Machine Learning:''' Kutumia algorithms za kujifunza mashine (machine learning) ili kuboresha utendaji wa algorithm. * [[Machine Learning]] ...

* **Machine Learning:** Kutumia machine learning algorithms kuchambisha data na kutabiri mwelekeo wa bei. * [[Machine Learning]] ...