modyuli #1 Ku nghenelela eka Big Data Ku hlamusela data leyikulu, swihlawulekisi swa yona, na nkoka eka ku endla swiboho swa bindzu
modyuli #2 Nkatsakanyo wa Vuxopaxopi bya Data leyikulu Ku twisisa tinxaka to hambana ta vuxopaxopi, na ntirho wa vuxopaxopi bya data leyikulu eka business
modyuli #3 Tithekinoloji ta Data leyikulu Nkatsakanyo wa tidathabeyisi ta Hadoop, Spark, NoSQL, na thekinoloji yin’wana ya data leyikulu
modyuli #4 Hadoop Ecosystem Languta hi vuenti eka Hadoop, ku katsa na HDFS, MapReduce, na YARN
modyuli #5 Spark Fundamentals Xingheniso xa Apache Spark, vumaki bya yona, na swiyimo swa matirhiselo
modyuli #6 NoSQL Databases Ku twisisa tinxaka to hambana ta tidathabeyisi ta NoSQL, ku katsa na tidathabeyisi ta nkoka-xilotlelo, matsalwa, na girafu
modyuli #7 Ku Nghena na ku Endliwa ka Data Ku hlengeleta, ku lulamisa, na ku hlayisa datha leyikulu hi ku tirhisa switirhisiwa swo fana na Flume, Kafka, na NiFi
modyuli #8 Ku Hlayisa na Vulawuri bya Data Ku dizayina na ku tirhisa swintshuxo swa vuhlayiselo bya data hi ku tirhisa HDFS, HBase , na Cassandra
modyuli #9 Vuhlayiselo bya Data na ETL Ku aka vuhlayiselo bya datha na ku endla matirhelo ya ETL (Ku Humesa, Ku Hundzula, Layicha)
modyuli #10 Switirhisiwa swa Vuxopaxopi bya Data leyikulu Nkatsakanyo wa switirhisiwa swa vuxopaxopi bya datha leyikulu, ku katsa na Hive , Pig, na Spark SQL
modyuli #11 Swisekelo swa Dyondzo ya Michini Ku nghenelela eka miehleketo ya dyondzo ya muchini, ku katsa na dyondzo leyi languteriweke na leyi nga langutisiwangiki
modyuli #12 Dyondzo ya Michini na Spark Ku aka timodeli ta dyondzo ya muchini hi ku tirhisa Spark MLlib na Spark ML
modyuli #13 Dyondzo yo enta hi Data Leyikulu Ku nghenelela eka miehleketo na tithekiniki ta dyondzo yo enta, ku katsa na tinetiweki ta nyurali na tinetiweki ta nyurali ta convolutional
modyuli #14 Text Analytics na NLP Ku xopaxopa na ku tirhisa datha leyi nga hlelekangiki hi ku tirhisa vukorhokeri bya ririmi ra ntumbuluko ( NLP) tithekiniki
modyuli #15 Ku Vona Data ya Data leyikulu Ku vona hi mahlo ya mianakanyo vutivi bya data leyikulu hi ku tirhisa switirhisiwa swo fana na Tableau, Power BI, na D3.js
modyuli #16 Timhaka ta Matirhiselo ya Data leyikulu na Switirhisiwa Ku lavisisa misava ya xiviri timhaka ta matirhiselo na matirhiselo ya vuxopaxopi bya datha leyikulu eka tiindasitiri to hambana
modyuli #17 Vuhlayiseki bya Data leyikulu na Vulawuri Ku tiyisisa vuhlayiseki bya datha, vuhlayiseki bya xihundla, na ku landzelerisa eka tindhawu ta datha leyikulu
modyuli #18 Nxopaxopo wa Data leyikulu na Python Ku tirhisa Python ya vuxopaxopi bya datha leyikulu, ku katsa na ku tirhisiwa ka datha, ku vona, na ku dyondza hi muchini
modyuli #19 Nxopaxopo wa Data leyikulu na R Ku tirhisa R eka vuxopaxopi bya datha leyikulu, ku katsa na ku tirhisiwa ka datha, ku vona, na ku dyondza hi muchini
modyuli #20 Big Vuxopaxopi bya Data eka Cloud Ku tirhisa vuxopaxopi bya datha leyikulu eka tipulatifomo ta le mapapa, ku katsa na AWS, Azure, na GCP
modyuli #21 Nxopaxopo wa Data leyikulu ya nkarhi wa xiviri Ku dizayina na ku tirhisa swintshuxo swa vuxopaxopi bya datha leyikulu ya nkarhi wa xiviri hi ku tirhisa switirhisiwa swo fana na Apache Storm na Apache Flink
modyuli #22 Khwalithi ya Data leyikulu na Vulawuri Ku tiyisisa khwalithi ya datha, vutshembeki, na vulawuri eka tindhawu ta datha leyikulu
modyuli #23 Tidyondzo ta Timhaka ta Vuxopaxopi bya Data leyikulu Ku lavisisa tidyondzo ta timhaka ta xiviri na switori swa ku humelela ka vuxopaxopi bya datha leyikulu eka tiindasitiri to hambana
modyuli #24 Maendlelo lamanene ya Vuxopaxopi bya Data leyikulu Maendlelo lamanene na swiletelo swo tirhisa tiphurojeke ta vuxopaxopi bya datha leyikulu
modyuli #25 Ku Pfuxeta & Mahetelelo ya Khoso Ku pulana magoza lama landzelaka eka ntirho wa Big Data Analytics
U lunghekele ku dyondza, ku avelana ni ku phikizana?
