 dayachesi machine lerning ‌ loni riin ‌ fores ‌ ment lerning  (RL)  yokka visthrutha tharagatulanu vivarinchandi mariyu varu e samasyalanu parishkarinchadaaniki prayatnistunnaaru .
 associative rein ‌ fores ‌ ment lerning 
 associative rein ‌ fores ‌ ment lerning task ‌ lu yaadruchhika lerning automata task ‌ lu mariyu paryavekshinchabade abhyasa namoonaa vargikarana panula yokka koonaalanu militam chestaayi .  associative rein ‌ fores ‌ ment lerning task ‌ lalo ,  lerning sistom dani vaathaavaranamtho clogead lupe ‌ loo sankarshana chenduthundi .

 lothaina upabala abhyasam 
 yea vidhaanam lothaina neural nett ‌ varey ‌ ni upayoginchadam dwara mariyu state spaces ‌ nu spashtangaa design chaeyakumdaa upabala abhyaasaanni vistaristundi . Google DeepMind  dwara  ATARI  game ‌ lanu neerchukunee pania lothaina rein ‌ fores ‌ ment lerning ledha ended - tu - ended rein ‌ fores ‌ ment lerning ‌ pai drhushtini pemchimdi .

 viroodhi dp rein ‌ fores ‌ ment lerning 
 adversarial dp rein ‌ fores ‌ ment lerning anede rein ‌ fores ‌ ment lerning ‌ loo neerchukunee vidhanala durbalatvalapai drhushti saarinche parisoedhana yokka kreyaaseela prantham .  yea parisoedhanaa praanthamlo konni adhyayanalu praarambhamlo upabala abhyasa vidhaanaalu aspashtamaina vyatireka avakatavakalaku lonavutayani chuupimchaayi .  yea grahanaseelatalanu adhigaminchadaaniki konni padhathulu pratipaadinchabadinappata ,  itivali adhyayanaalalo yea pratipaadita parishkaaralu lothaina upabala abhyasa vidhanala yokka pratuta durbalatwala yokka khachitamaina praatinidhyaanni andinchadaaniki dooramgaa unnayani telindhi .

 aspashtamaina upabala abhyasam 
RL loo aspashtamaina anumitini pravesapettadam dwara ,  nirantara sthalamlo aspashtamaina niyamaalatho rashtra - carya viluva function ‌ nu anchana vaeyadam saadhyamavutundi . IF - THEN  aspashtamaina niyamaala roopam sahaja bhashaku daggaraka unna ruupamloe phalithaalanu vyakteekarinchadaaniki yea vidhanaanni anukuulamgaa chesthundu . FRL ni aspashtamaina roll inter ‌ polation ‌ thoo podiginchadam valana cardinal niyamaalanu  ( athantha mukhyamaina rashtra - carya viluvalu )  nokkicheppadaaniki taggina parimaana spares fuzzy roll - beys ‌ l viniyoganni anumatistundi .

 viloema upabala abhyasam 
 inverse rein ‌ fores ‌ ment lerning  (IRL) loo reward function ivvabadadu .  badhuluga ,  nipunudi nundi gamaninchina pravarthananu batti reward function oohinchabadindi .  gamaninchina pravarthananu anukarinchadam aaloochana ,  idi tarachugaa sarainadi ledha sarainadaaniki daggaraka umtumdi .

 surakshita upabala abhyasam 
 sef rein ‌ fores ‌ ment lerning  (SRL)  anede lerning vidhanala prakriyagaa nirvachinchabadutundi ,  idi samasyalalo raabadini anchana vesela chesthundu ,  dheenilo sahetukamaina sistom paniteerunu nirdhaarinchadam mariyu / ledha abhyasam mariyu / ledha vistarana prakriyala samayamlo bhadrataa parimitulanu gouravinchadam mukhyam .
 rein ‌ fores ‌ ment lerning anede machine lerning yokka ooka prantham ,  idi agent ledha rein ‌ fores ‌ ment lerning algaritham ,  gta pariiksha phalitaalu mariyu paryaavaranam dwara sambhaavya margalapai avagaahananu upayoginchi ,  ooka lakshyanni parishkarinche vidhanaanni lekkinchadaniki samasya sdhalam ledha vaataavaranamlo panichestundi .  garista bahumati .

RL  panicheyagala vividha vaataavaranaalanu batti ,  agent teesukogala anek vidhaanaalu unnayi mariyu vistrutamgaa aaru vibhinna vidhanaluga vargeekarinchabadataayi :
1.  anubandhita  RL -  idi yaadruchhika ledha yadruchikamga pampinhii cheyabadina phalitaalapai automated lerning ‌ thoo machine lerning vargikarana yokka saampradaya vidhanalanu militam chesthundu .
2.  dp  RL -  idi saampradaya dp neural nett ‌ varey ‌ lanu prabhaavitam chesthundu conei vasyata mariyu mundhey nirvachinchabadina layer ‌ lu mariyu state spaces lekapovadam choose anumatistundi .
3.  adversarial dp  RL -  ikda dp neural nett ‌ varey ‌ lalo nilwa cheyabadina rashtramloni durbalatvaalanu upayoginchi thudhi phalitaalu polchabadathaayi mariyu yea modal ‌ lalo balaheenathalanu kanugone prayatnaalanu upayogistaaru .
4.  masaka  RL -  idi phalitham yokka viluva yokka ganananu nirnayinche  if-then  aspashtamaina niyamaala yokka sameepa sahaja basha nirvachananni prabhaavitam chesthundu .
5.  viloema  RL -  idi modal yokka sadarana reward function muulyaankana bhaganni teesivestundi mariyu badhuluga phalithaalanu pariseelinchadaaniki mariyu moolyankanam cheyadanki ooka vyaktini inject chesthundu .
6.  surakshita  RL -  vidhanalanu nirvachimchae vidhaanam ,  idi envian ‌ ment ‌ loo agent yokka pravarthananu kudaa parigananaloki teesukuntundi ,  aa agent caryalu sahetukamgaa untai ledha bhadrataa parimitulanu gouravistaayi .