T ech Ma ntr a T ech Ma ntr a G u ide to C h oos i n g a D a t a S cie n ce C ours e D a t a s cie n ce s i ts a t t he i nt e rs ec t i on o f st a t i st ic s , pro g r a mm i n g a n d b us i n e ss t hi n ki n g D a t a s cie nt i sts c o llec t a n d cle a n d a t a , e xp l or e p a tt e rns , b u ild pr edic t i v e mo del s a n d c ommun ic a t e i ns igh ts t h a t s h a p e deci s i ons D e m a n d f or t he s e s kill s h a s g rown a c ross b a n ki n g , r e t a il , he a l t hc a r e , m a nu f a c tur i n g , l o gi st ic s a n d t ech no l o g y A s i nt e r e st r i s e s , so d o e s t he num be r o f tr a i n i n g opt i ons , a n d ch oos i n g t he r igh t on e c a n be diffic u l t L e a rn e rs r e s e a r chi n g d a t a s cie n ce c ours e s i n j a i pur o f t e n c omp a r e sy ll a b us le n g t h , too l s , pro jec ts a n d fee s w i t h out a cle a r f r a m e wor k f or decidi n g T hi s g u ide f rom T ech Ma ntr a , a n I T tr a i n i n g i nst i tut e i n Ja i pur , e xp l a i ns w h a t a stron g d a t a s cie n ce c ours e s h ou ld i n cl u de a n d h ow to e v a l u a t e your opt i ons W h o S h ou ld C ons ide r D a t a S cie n ce ? G r a d u a t e s i n e n gi n ee r i n g , m a t he m a t ic s , st a t i st ic s , c omm e r ce or s cie n ce W or ki n g pro fe ss i on a l s i n a n a l yt ic s , fi n a n ce or I T s eeki n g c a r ee r g rowt h S o f tw a r e de v el op e rs mov i n g i nto d a t a ro le s C ur i ous le a rn e rs w illi n g to pr a c t i s e pro g r a mm i n g a n d st a t i st ic s r eg u l a r l y A b a ckg roun d i n m a t he m a t ic s hel ps , b ut mot i v a t ed le a rn e rs f rom ot he r field s c a n su cceed w i t h stru c tur ed g u id a n ce C or e M o d u le s a C ours e S h ou ld C ov e r P yt h on P ro g r a mm i n g Va r i a ble s , d a t a stru c tur e s , f un c t i ons , lib r a r ie s a n d wr i t i n g cle a n c o de D a t a H a n dli n g L o a di n g , cle a n i n g a n d tr a ns f orm i n g d a t a w i t h d a t a lib r a r ie s S t a t i st ic s a n d P ro b a bili ty D e s c r i pt i v e st a t i st ic s , di str ib ut i ons , h ypot he s i s t e st i n g a n d c orr el a t i on D a t a V i su a li s a t i on C r e a t i n g cle a r ch a rts a n d d a s hb o a r d s to e xp l a i n fi n di n g s SQL Q u e ry i n g d a t a b a s e s , j o i ns , a gg r eg a t i ons a n d su b qu e r ie s Ma chi n e L e a rn i n g R eg r e ss i on , cl a ss ific a t i on , cl ust e r i n g , mo del e v a l u a t i on a n d fe a tur e e n gi n ee r i n g A d v a n ced T op ic s I ntro d u c t i on to dee p le a rn i n g , n a tur a l l a n g u a ge pro ce ss i n g a n d mo del de p l oym e nt Ma t he m a t ic s W i t h out F e a r Ma ny le a rn e rs worry a b out m a t he m a t ic s A g oo d c ours e t e a che s t he n ece ss a ry st a t i st ic s , pro b a bili ty a n d li n e a r a lgeb r a t h rou gh pr a c t ic a l e x a mp le s r a t he r t h a n a b str a c t proo f s U n de rst a n di n g w h y a mo del wor k s , a n d w he n i t m a y f a il , m a tt e rs mor e t h a n m e mor i s i n g f ormu l a s T r a i n e rs s h ou ld c onn ec t e a ch c on ce pt to a r e a l d a t a s e t so le a rn e rs s ee i ts v a l u e i mm edi a t el y T he I mport a n ce o f P ro jec ts P ro jec ts turn t he ory i nto s kill s A stron g c ours e s h ou ld i n cl u de mu l t i p le g u ided pro jec ts a n d a c a pston e pro jec t , su ch a s : P r edic t i n g c ustom e r ch urn F or ec a st i n g s a le s S eg m e nt i n g c ustom e rs A n a l ys i n g t e xt r e v ie ws B u ildi n g a r ec omm e n d a t i on syst e m L e a rn e rs a t a n i t tr a i n i n g i nst i tut e i n j a i pur su ch a s T ech Ma ntr a be n efi t w he n tr a i n e rs r e v ie w pro jec t wor k a n d prov ide feedb a ck on c o de , a n a l ys i s a n d pr e s e nt a t i on T r a i n e r E xp e r ie n ce A s k a b out tr a i n e rs ' pr a c t ic a l e xp e r ie n ce T r a i n e rs w h o h a v e wor ked on r e a l d a t a pro jec ts c a n e xp l a i n c ommon p i t f a ll s , s h a r e i n d ustry pr a c t ice s a n d g u ide le a rn e rs be yon d t e xt b oo k e x a mp le s L e a rn i n g F orm a t C l a ssroom le a rn i n g o ffe rs f a ce - to - f a ce i nt e r a c t i on , p ee r le a rn i n g a n d i mm edi a t e d ou b t - so l v i n g O n li n e le a rn i n g o ffe rs fle x ibili ty Ma ny le a rn e rs be n efi t f rom a c om bi n a t i on , a tt e n di n g cl a ss e s w hile pr a c t i s i n g i n de p e n de nt l y a t h om e C ours e D ur a t i on a n d C omm i tm e nt D a t a s cie n ce r e qu i r e s c ons i st e nt pr a c t ice C ons ide r h ow m a ny h ours you c a n c omm i t e a ch w eek a n d w he t he r t he c ours e i n cl u de s t i m e f or pro jec ts a n d r e v i s i on C a r ee r S upport L oo k f or hel p w i t h r e sum e s , port f o li os , mo ck i nt e rv ie ws a n d j o b s e a r ch str a t egie s A s k w h a t ki n d s o f ro le s p a st le a rn e rs h a v e mov ed i nto , su ch a s d a t a a n a l yst , j un i or d a t a s cie nt i st or m a chi n e le a rn i n g e n gi n ee r Q u e st i ons to A s k B ef or e E nro lli n g H ow mu ch t i m e i s sp e nt on h a n d s - on pr a c t ice ? W hich too l s a n d lib r a r ie s a r e t a u gh t ? H ow m a ny pro jec ts a r e i n cl u ded ? W h a t support i s a v a il a ble a f t e r t he c ours e ? C a n I a tt e n d a de mo s e ss i on ? R ed F l a g s P rom i s e s o f g u a r a nt eed j o b s w i t h out cle a r t e rms N o pr a c t ic a l pro jec ts O ut d a t ed too l s or sy ll a b us T r a i n e rs w i t h out i n d ustry e xp e r ie n ce B u ildi n g Y our P ort f o li o D ur i n g t he C ours e D o c um e nt e v e ry pro jec t w i t h a pro ble m st a t e m e nt , d a t a de s c r i pt i on , a ppro a ch , r e su l ts a n d le ssons le a rn ed P u bli s h c o de on G i t H u b a n d summ a r ie s on L i n ked I n or a p e rson a l w eb s i t e U n de rst a n di n g J o b R o le s i n D a t a D a t a c a r ee rs i n cl u de s e v e r a l ro le s D a t a a n a l ysts f o c us on r e port i n g , d a s hb o a r d s a n d b us i n e ss qu e st i ons D a t a s cie nt i sts b u ild pr edic t i v e mo del s a n d run e xp e r i m e nts Ma chi n e le a rn i n g e n gi n ee rs de p l oy a n d m a i nt a i n mo del s i n pro d u c t i on syst e ms D a t a e n gi n ee rs b u ild p i p eli n e s t h a t mov e a n d pr e p a r e d a t a A stron g d a t a s cie n ce c ours e gi v e s le a rn e rs e nou gh e xposur e to e a ch a r e a to ch oos e a di r ec t i on , w hile b u ildi n g dee p s kill s i n a n a l ys i s a n d mo delli n g K ee p i n g S kill s C urr e nt D a t a s cie n ce too l s e vo l v e qu ickl y L oo k f or a c ours e t h a t up d a t e s i ts sy ll a b us r eg u l a r l y a n d t e a che s le a rn e rs h ow to kee p le a rn i n g t h rou gh d o c um e nt a t i on , c ommun i t ie s a n d pr a c t ice pro jec ts T he a bili ty to le a rn n e w too l s i n de p e n de nt l y i s on e o f t he most v a l u a ble s kill s a d a t a pro fe ss i on a l c a n h a v e V i s i t i n g t he I nst i tut e V i s i t t he i nst i tut e , m ee t tr a i n e rs a n d a tt e n d a de mo cl a ss L e a rn e rs c omp a r i n g a n i t c omput e r i nst i tut e i n j a i pur w i t h ot he r opt i ons s h ou ld a s k to s ee s a mp le pro jec ts f rom p a st b a t che s a n d un de rst a n d h ow d ou b ts a r e h a n dled outs ide cl a ss h ours F ee s a n d Va l u e C omp a r e fee s i n ligh t o f w h a t i s i n cl u ded : d ur a t i on , num be r o f pro jec ts , tr a i n e r a cce ss , stu d y m a t e r i a l , c a r ee r support a n d a cce ss to r ec or di n g s or r e v i s i on s e ss i ons T he be st v a l u e i s a c ours e t h a t ge nu i n el y pr e p a r e s you f or wor k F i n a l W or d T he r igh t d a t a s cie n ce c ours e c om bi n e s stron g f un d a m e nt a l s , pr a c t ic a l pro jec ts , e xp e r ie n ced tr a i n e rs a n d c a r ee r support E v a l u a t e opt i ons c a r ef u ll y , a s k de t a iled qu e st i ons a n d ch oos e a pro g r a mm e t h a t fi ts your g o a l s T ech Ma ntr a w elc om e s le a rn e rs to v i s i t , a tt e n d a de mo s e ss i on a n d p l a n t hei r d a t a s cie n ce j ourn e y