Roadmap to Learn Data Science & Industry Ready Projects In 2024 With Free Videos And Materials

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  • Опубліковано 23 лис 2024

КОМЕНТАРІ • 244

  • @krishnaik06
    @krishnaik06  11 місяців тому +53

    AI field is really becoming dynamic.Lot of changes are coming from Traditional Machine Learning to Generative AI.This field is changing dynamically and we need to update ourself as we go ahead.
    Join my telegram group where I post and discuss these types of content.Happy Learning!!
    Make sure you have telegram installed in it.
    t.me/+V0UeLG8ji-F8ThNb

    • @asifikbal8599
      @asifikbal8599 11 місяців тому

      sir, can you make a dedicated video about Deep Learning (full concept) in Hindi..
      I am from Bangladesh...
      Love you sir

    • @learnerboy2247
      @learnerboy2247 10 місяців тому

      Hindi me aadha adhura hai.... Mujhe english aati hai lekin jab koi concept sikhna hota hai patah nahi kyu English me dimaag ek baar capture hi nahi karta baar baar piche Jana parta hai aur usme dimag dard hota hai hai plus time waste Hindi ki playlist complete kijye

    • @learnerboy2247
      @learnerboy2247 10 місяців тому

      ​@@asifikbal8599sir please also make an explanary video where you teach us how to calculate cloud and API GEMINI OR OPEN API cost for our own mobile ( Android / iOS ) apps

    • @ajaymahajan2457
      @ajaymahajan2457 10 місяців тому

      Hi sir I have completed IBM data science professional course. Suggest me how should I navigate through your roadmap to land a job. Cause I can't land job with the capstone project and the certification from coursera. I think I wasted my money please help.😢😅

    • @qammarbhat397
      @qammarbhat397 8 місяців тому

      Dear Krish Naik,
      I hope this message finds you well. Your Langchain series has been invaluable in my learning journey, and I recently secured a job thanks to your teachings.
      I'm facing challenges integrating agents for a chatbot accessing MongoDB data via Atlas Vector Search. Could you create a tutorial on this? It would greatly help me and others in the community.
      Thank you for your dedication to education.
      Best regards,
      Qammar

  • @arupmmi07
    @arupmmi07 9 місяців тому +12

    Community need teachers like you.

  • @NaveenSomalapuri
    @NaveenSomalapuri 11 місяців тому +19

    Sir I'm Naveen, Firstly thank you very much with huge gratitude because I'm following every Data science video from your channel since one year.
    Sir please also upload about Data science job in the current market. How many data science jobs are now in current market?
    Sir video not only helps me it's helpful to every data science job seekers.
    🙏🙏Please vote this comment those who what this video

    • @krishnaik06
      @krishnaik06  11 місяців тому +8

      sure will create a video on the same :)

    • @NaveenSomalapuri
      @NaveenSomalapuri 11 місяців тому +1

      @@krishnaik06 thank you sir I'm waiting

  • @arindamghosh3787
    @arindamghosh3787 7 місяців тому +9

    Thanks a lot for this Amazing roadmap . I am currently working as A manual Tester in banking domain with 2 years of experience. I wish I can make a successful transition in the field of data science

    • @gokulraj292
      @gokulraj292 4 місяці тому

      Hi bro I'm also manual tester...do you learning this data science course?

    • @MiguelRR1975
      @MiguelRR1975 Місяць тому

      @@gokulraj292why do you want to become a data science if you already have a job as manual testing?

    • @gokulraj292
      @gokulraj292 Місяць тому

      @@MiguelRR1975 bcoz i need to upgrade my job. For manual testing less number of job vacancies in future. That's why.

  • @riazahmedshirsangi9607
    @riazahmedshirsangi9607 7 місяців тому +4

    "Knowledge Shared is Knowledge Squared" - You are one of the best examples living this, thanks for the super explanation that any skilled person (without IT knowledge as well), would be able to understand. Thank you for sharing your knowledge.

  • @gajariaanand
    @gajariaanand 11 місяців тому +8

    Sir, Can you make a video on, how to use inferential statistics on real data for machine learning, Yes there are many videos explaining inferential statistics, but they are very basic, they just explain what the test is by creating two lists A and B and implementing the test on them. This is totally irrelevant to what as a data scientist we do in real projects.
    I would request you to please make a video of that, if possible.
    Again, Thank you for your work. I have learned a lot from you.

  • @shwetprakash4880
    @shwetprakash4880 11 місяців тому +6

    I got 42 lacs remote job in NLP space with 3.4 years of experience. Thanks for all your content🙂

    • @krishnaik06
      @krishnaik06  11 місяців тому +5

      Amazing :).Would love to interact with you so that it can be helpful for other. Do ping me in Linkedin

    • @shaikhaffan8774
      @shaikhaffan8774 10 місяців тому

      Can u please tell me how u get it please

  • @arupmmi07
    @arupmmi07 9 місяців тому +9

    I wish you have 100 million subscribers, people must know what is real content and what is Genuine and who really want to share knowledge, not selling hope.

    • @Inandoutpk
      @Inandoutpk 2 місяці тому

      Are you still learning ?

    • @arupmmi07
      @arupmmi07 2 місяці тому +1

      @@Inandoutpk Ya when ever I have time.

  • @Sandeep_Kumar_111
    @Sandeep_Kumar_111 11 місяців тому +10

    It will be surely very helpful for the beginners or the students who are confused that which resources will be useful.❤

  • @champ7387
    @champ7387 7 місяців тому +3

    Hello Krish,
    Thank you so much for everything and your contribution towards society..
    One request: Can you create 15-20 mins compilation videos like
    1) All ML Algorithms explained in 15-20-30 mins
    2) All stat concepts explained in 15 mins
    These will be useful as a quick recap.
    Thank you

  • @zenilroy1793
    @zenilroy1793 11 місяців тому +7

    I hope that you live 100 years so that when i transition my job to data science after few years i get updated materials and your amazing work

    • @chandanns9877
      @chandanns9877 6 місяців тому

      Bro how to apply for the internship

    • @chandanns9877
      @chandanns9877 6 місяців тому

      I'm interested in data science but I don't know how to proceed

    • @chandanns9877
      @chandanns9877 6 місяців тому

      As a brother can u help me as much as possible

  • @deshmukhadi7669
    @deshmukhadi7669 11 місяців тому +18

    krish sir ......i respect your efforts sir , as i am not economically well to do and in the era of selling courses which doesn't felt worth to me but following ur content hats off !
    can't express sir u taught alot for free with real world examples ,learnt more and better than my degree
    so thanks sir for helping all of us who can't afford paid sources .

  • @Himanshugupta-sq2he
    @Himanshugupta-sq2he 10 місяців тому +3

    Can't believe sir all these materials you are providing it for free, you are doing amazing work sir , i am following you since last 1.5 years you are amazing. may god bless you always!! huge respect from my side.

    • @ruchikadingria3678
      @ruchikadingria3678 5 місяців тому

      hey? hows your journey ? as a fresher i m still not so sure i wanna get your review

  • @sunilrskanda1588
    @sunilrskanda1588 11 місяців тому +4

    I don't know what to say, sir but I sincerely thank you for making it easier to learn data science. Your hard work and dedication to AI are admirable.

  • @rupen1585
    @rupen1585 9 місяців тому +4

    Krish bhai one challenge for you. You have one audio file and in this file two people talking about something. The challenge is through ML or DL identify both person's voice and plot signal and spectrogram for each one. Please accept it. I am waiting for your video and reply.

  • @-Poojitsurya
    @-Poojitsurya 10 місяців тому +3

    the most hardworking teacher I have ever seen👏👏👏

  • @asifshaharia2756
    @asifshaharia2756 9 місяців тому +5

    You are my go to data science guru.

  • @jatinverma2912
    @jatinverma2912 11 місяців тому +10

    Thank you, Krish, for your invaluable contribution to the community. Your passion for sharing knowledge is evident in every video, making the learning journey enjoyable and rewarding. Your tutorials have been a guiding light for many of us on this data science adventure. Keep up the fantastic work, and here's to more insights, more knowledge.❤

  • @BadAspirant
    @BadAspirant 6 місяців тому +1

    Hello sir, your videos are really breathtaking, exceptional clarity to each concepts. please make a full series video on data science course from beginner to advanced. I could not find any in your playlists. thanks

  • @yashashwikundan1720
    @yashashwikundan1720 2 місяці тому +1

    I am doing B in data science at IIT MADRAS online
    After 12th currently I am doing this standalone from home

  • @harshpadsala5128
    @harshpadsala5128 5 місяців тому +1

    I bought data science course in physics wallah and found that you are teaching ML | Stats | EDA and all....after completing some of your lecture there i found out that you are teaching in youtube also ....and i regretted of paying ₹15k on that course where i would have learn it completely free over here !!
    anyway now i am watching your lecture at both platform and enjoying every bit of it !!

  • @GauthamRakshith89
    @GauthamRakshith89 10 місяців тому +5

    Hi Krish! The amount of effort you put to take AI to the masses is quite amazing. 👌

  • @matheusgoes640
    @matheusgoes640 10 місяців тому +5

    Krish, I've been learning a lot with your channel and videos. Thanks in advance for your commitment to teach and keep us updated to the new technologies from the market! Your channel is unique, man!
    Happy new year from Brazil 👏🏻✌🏻

  • @dhanushvs8360
    @dhanushvs8360 5 місяців тому

    This is the most comprehensive ML roadmap along with resources I have come across

    • @VisualVibes687
      @VisualVibes687 5 місяців тому

      Hi, You can Crack Data Science and Grow
      Dive into expert insights on "Insights With Om"
      regarding Data Science.

  • @Shudgum
    @Shudgum 11 місяців тому +3

    i just saw your channel recently, great content man thank you

  • @NitinSingh-vi1xi
    @NitinSingh-vi1xi 11 місяців тому +5

    Sir eagerly waiting for the data analysts roadmap video....

  • @prasadnirmal6426
    @prasadnirmal6426 8 місяців тому

    Thank you Krish,This is very valuble for my career development.i am lots of thing from this channel

  • @anilkumar759
    @anilkumar759 10 місяців тому +4

    Hi Krish, i could see the reporting tools(power BI, Tableau) are missing in the raod map , can you please let us know its importance as part of becoming a data scientist?

  • @imranurrehman264
    @imranurrehman264 11 місяців тому +1

    a generous contribution by you Mr Krish. excelent...

  • @abhisheksharma4403
    @abhisheksharma4403 3 місяці тому

    Sir, I deeply thank you for sharing your immense knowledge in such a 'self directed learning' friendly format. Besides jobs, your mission of empowering people with the background of AI is commendable.

  • @Zaratch
    @Zaratch 11 місяців тому

    I will get to it tomorrow morning🙌 someone do remind me at 11 am on 30/12/2023. Thank you 🤝

  • @princejaiswal-lo1dq
    @princejaiswal-lo1dq 10 місяців тому +16

    00:02 Learn data science roadmap for 2024
    02:08 Roadmap to learn data science with free videos and materials
    06:09 Python programming language is the first skill set required for learning data science.
    08:02 Learn to create visualization charts and deploy Python projects using frameworks like Flask
    12:00 Build strong fundamentals in data science with practical implementation.
    14:01 Access free materials and videos for learning data science and industry ready projects.
    17:52 Focus on GitHub, CI/CD pipelines, and various ML frameworks for industry readiness.
    19:29 Creating industry-ready projects with free videos and materials
    22:57 Importance of understanding and practicing using the right context and debugging
    24:31 Internships are crucial for gaining experience, especially for freshers and those with career gaps.
    27:51 Ending the video and thanking the viewers
    Crafted by Merlin AI.

  • @abdulbasitnisar
    @abdulbasitnisar 4 місяці тому

    Thank you so much, teachers like you are a blessing!

  • @bp2807
    @bp2807 11 місяців тому +4

    Krish sir. Thanks for the guidance. Just wanted to know when will ineuron new batch on full stack data science start 🙏

  • @aslasmhk
    @aslasmhk 4 місяці тому

    great job, love you for your hard work knish
    not find any video so informatic and FREE resources.

  • @anadroy58
    @anadroy58 5 місяців тому

    Thank you very much Sir. Your content is amazing and so so helpful. I have been following your work since the past few months and i cant begin to tell you how much i have enjoyed the learning process. Thank you again.

  • @Ankitha_shriram
    @Ankitha_shriram 11 місяців тому +3

    Hii sir ,
    Firstly i would like you to thank for these great videos .
    A small request from one of u r subscribers i have a huge confusion on llm and gen ai could you please make a sequence playlist like the other Playlist which you have done so far ..
    Ex: there are many frameworks for creating a nn (tensorflow,pytorch)
    What are the frameworks we use for llm and gen ai
    Tools and so on ..
    It would be great if u can help us with these

  • @zorogamer9629
    @zorogamer9629 6 місяців тому

    I'm intrigued by the entrepreneurship workshops and seminars offered by the DMP program. Can you make a video discussing entrepreneurship education?

  • @prathamchelaramani2730
    @prathamchelaramani2730 8 місяців тому

    Thank you so much krish for sharing such roadmaps, your vedios are helping many students to cope up!
    thanks😀

  • @JavierDelCarpio-q1i
    @JavierDelCarpio-q1i 9 місяців тому

    Thank you dear Krsh ji for sharing this I was looking for a guidance in this 2024

  • @slimshady6242
    @slimshady6242 11 місяців тому +1

    Sir learned alot to become job ready .. but no job/internship available
    Please do something 🙏🙏

  • @gpliyengar
    @gpliyengar 8 місяців тому

    Great work Sir..Thanks a lot..I came across your videos today..

  • @apekshask3918
    @apekshask3918 5 місяців тому

    Hi Krish. Thank you very much for the content regarding Gen AI. This has been very helpful. It would be great if you make a video on creating a chatbot using Amazon Q.

  • @vaibhavsuryan
    @vaibhavsuryan 6 місяців тому

    Hi Krish your GenAI videos are very helpful to me, I have learnt many new things. Can you make a video on RAG Evaluation Metrics like Correctness and Context Adherence .

  • @neelabh87
    @neelabh87 11 місяців тому +1

    A big thanks to you Krish for creating this amazing roadmap. I was eagerly waiting for this video as this is the best gift of New year for every Data Science learner. 🎉🎉🎉

  • @arhabhasankhan8465
    @arhabhasankhan8465 10 місяців тому +2

    Watching these roadmaps videos from last 3 years..
    Hopefully I will start this year 😂

  • @muralik98
    @muralik98 11 місяців тому

    Thanks for the detailed playlist! How will be the job Data Science job market for 2024?

  • @biswanathbose6047
    @biswanathbose6047 2 дні тому

    can you do this in demo - Create Amazon SageMaker projects using third-party source control and Jenkins

  • @k7antivirus805
    @k7antivirus805 4 місяці тому

    Hi Krish, I'm currently working as an software automation tester with 3 years of experience and I was aspired in learn data engineering, while researching for resources I got you channel in recommendation. I have gone through your playlist, its simple incredible work😮. Never saw contents with this level of clarity.
    After seeing few roadmap I got confused in determining which career I can switch
    Data engineering, Data science or Mlops .
    Could you please suggest your view for this?
    Thanks in advance

  • @rih1926
    @rih1926 11 місяців тому +2

    The day before yesterday, I have enrolled in your FSDS 2.0 course. So, whats the difference between paid and free now?
    ThankYou 😀

  • @namrathasrimateti9119
    @namrathasrimateti9119 9 місяців тому +1

    All I can say, Thanks!

  • @bonusb8109
    @bonusb8109 11 місяців тому +2

    how are you using AI in day-to-day work Krish?

  • @munnakumarsah3209
    @munnakumarsah3209 10 місяців тому

    Thank you so much for details document and guidelines🤗🙏

  • @Luis-inmyplace
    @Luis-inmyplace 7 місяців тому

    Me salvaste la vida con tus vídeos, saludos desde Perú.

  • @susonly2004
    @susonly2004 19 днів тому

    Sir, please provide a roadmap for data engineering

  • @vedmishravlogging
    @vedmishravlogging 11 місяців тому

    this is aal structured way to become Data Scientist

  • @aszanisani
    @aszanisani 10 місяців тому

    hi sir, now i am as business analyst and do data analyst too hahaha, thank you for sharing

  • @madhuribabar5478
    @madhuribabar5478 10 місяців тому

    hi krish thanks for every thing
    plz provide the play list of datascience

  • @NoDoglapan
    @NoDoglapan 10 місяців тому

    @krish Naik - please create a YT video on a chatbot to query custom data (pdf etc) using llama-index. thanks

  • @prakritianand6817
    @prakritianand6817 4 місяці тому

    you are great....hats off to you👍👍👍

  • @AsifAkhtar20
    @AsifAkhtar20 11 місяців тому +1

    please make a roadmap on business analyst too

  • @vishalasthana855
    @vishalasthana855 10 місяців тому

    Thanks a lot Krish for sharing the content and it is really very helpful

  • @Naikal1155
    @Naikal1155 15 днів тому

    sir starting carrer as a fresher in the field of data science is pereferable according to you

  • @yaseralharbi4641
    @yaseralharbi4641 11 місяців тому

    Big thanks from Saudi Arabia

  • @chidambarjoshi3470
    @chidambarjoshi3470 8 місяців тому

    Hello sir, please make a playlist on Scientific ML, especially Physics informed neural nets

  • @TheMokshananda
    @TheMokshananda 7 місяців тому

    Thank you for your amazing content and dedication!

  • @ashwinimagesh2225
    @ashwinimagesh2225 Місяць тому

    For a non technical person who wants to become data scientist from where the person start??.. like where to start nd where to end? Can u help?

  • @RobinSingh-ms3zt
    @RobinSingh-ms3zt 8 місяців тому

    Thats really good sir thank you so much it was very helpful :)

  • @MdZeeshan-ec1qx
    @MdZeeshan-ec1qx 10 місяців тому

    Sir, laptop for data science learning according to you,
    Processor???
    Ram???
    Storage???
    Company???
    Price range???
    Please reply sir please......

  • @Mariooo-n1r
    @Mariooo-n1r 11 місяців тому +1

    This is what it looks like when a man is completing carrying his responsibilities in his region (ds/ml/ai community)

  • @nandinimakwana3159
    @nandinimakwana3159 3 місяці тому

    Hello sir. .... I have completed my post graduation in 2019 as Master of computer application... after my post graduation I had started upsc preparation and now I wanted to get job by learning AI ; OR data analyst or data science.... I am confused about all this course which one to do and not to do.... plss guide me sir... 🙏🙏

  • @siva_151
    @siva_151 11 місяців тому

    we need to thank you for teaching us, great work krish

  • @4kframes904
    @4kframes904 10 місяців тому

    Thank you for improving my life..💗

  • @justinholbein9776
    @justinholbein9776 10 місяців тому

    LFG great video man thank you

  • @krpavantejaimtobeprogrammer
    @krpavantejaimtobeprogrammer 8 місяців тому

    Thanks for sharing useful content

  • @abdurahmanridwan4354
    @abdurahmanridwan4354 11 місяців тому +1

    Well done and thank you sir

  • @ashishpatil5099
    @ashishpatil5099 7 місяців тому

    What is difference between youtube video & paid course of ineuron
    Please suggest above option required to start career data science

  • @RajeshR-bm1dw
    @RajeshR-bm1dw 10 місяців тому

    Thank you so much for this resources..

  • @darshantawte7435
    @darshantawte7435 10 місяців тому +1

    I wanted a suggestion , for ML and DL should i directly go for live playlist or the old one. The old ones are detailed but videos are in random order which sometimes are boring and intimidating. So does the live playlist complete everything required for that algortihm (math+intution+code implementation) or do i also have to go through the old playlists. I WANT TO LEARN THINGS IN DEPTH.

  • @mohitrajnayak952
    @mohitrajnayak952 11 місяців тому

    Hi krish sir there is no playlist for computer vision? Would it be possible if you provide use some learning video and project on computer vision how you have provided for ML DL and NLP

  • @rubeenabegum8095
    @rubeenabegum8095 10 місяців тому +1

    hello sir can u help out plzzz where the hindi vedio in data science in your channel plzzzzzz

  • @FunwithStudy-y4d
    @FunwithStudy-y4d 10 місяців тому

    Thank you sir for proper roadmap

  • @nomadrider7014
    @nomadrider7014 10 місяців тому

    Hi Krish, URGENT suggestion Please🙏🙏🙏
    Can you please mention the basic configuration required for a laptop in which I can learn and Practice Data Science projects???
    Please help urgently!!!

  • @ashushah
    @ashushah 2 місяці тому

    Hello @krishnaik06,
    My name is Ashish Shah.
    I am a open source backend (PHP) developer having more than 12 years of experience.
    Now I am willing to change my career path and move to AI/ML.
    What shall be my roadmap to switch my career as ai/ml developer?

  • @bhaumiks.6543
    @bhaumiks.6543 9 місяців тому

    Man, you are AMAZING.....

  • @sohamjha7578
    @sohamjha7578 10 місяців тому

    where should we practice question after every initial stages??

  • @himanshukatakiya6340
    @himanshukatakiya6340 11 місяців тому +1

    Dear Krish SIr,
    I joined data science bootcamp 2.0 in january 2023 but still now did not get the job...
    Plz do something for me sir.

  • @haryanaharyanvi782
    @haryanaharyanvi782 11 місяців тому +2

    eagerly waiting for this sir

  • @LearnwithNaviOfficial
    @LearnwithNaviOfficial 10 місяців тому

    Plz make video on data analyst roadmap as soon as possible

  • @varunrithvikgudluru4904
    @varunrithvikgudluru4904 10 місяців тому

    Please make a roadmap on Machine Learning Engineer

  • @suryaprajyesh6454
    @suryaprajyesh6454 5 місяців тому +2

    can we django as backend

  • @aiproduction143
    @aiproduction143 11 місяців тому

    I want to learn MLOPs because I already have knowledge of ML DL NLP

  • @roblars9252
    @roblars9252 10 місяців тому

    better than a cs degree in worth i love this

  • @anumulasubash9107
    @anumulasubash9107 4 місяці тому

    KRISH SIR, I AM JUST STARTING THE ROADMAP YOU HAVE GIVEN BUT JUST GOT A DOUBT THAT SHOULD I HAVE TO GO THROUGH OR LEARN ANY SPECIFIC MATHEMATICS TOPICS LIKE LINEAR ALGEBRA, CALCULUS,ETC.. BEFORE STARTING THE ROADMAP OR CAN I DIRECTLY START WITH PYTHON.

  • @Dheeruaditya
    @Dheeruaditya 9 місяців тому

    Can you keep a video or short on data science where we can practice mock interview and assignments and projects

  • @madhuribabar5478
    @madhuribabar5478 10 місяців тому

    Krish thanks for everything
    Plz provide link for these videos

  • @kirolesdawod2482
    @kirolesdawod2482 Місяць тому

    I hope you do udemy complete data science course

  • @vivekmalam6389
    @vivekmalam6389 11 місяців тому +64

    I am continuously applying for internships, and my resume is strong. However, I am not securing on-site internships, and I don't know why. 😶 Even when questioning someone about concepts we know, they often act as if they don't know anything.[Ahmedabad Region]

    • @abc-ym4zs
      @abc-ym4zs 11 місяців тому +5

      From where u learnt data analytics

    • @vivekmalam6389
      @vivekmalam6389 11 місяців тому +8

      @abc-ym4zs Self, Udemy courses, and this UA-cam channel. However, I believe it can be challenging for individuals who are only pursuing internships without a job. Many companies prefer candidates who are committed to both internships and continued employment. In my scenario, I am focused on pursuing only internships.

    • @abc-ym4zs
      @abc-ym4zs 11 місяців тому +4

      @@vivekmalam6389 can u tell me which video series we should follow from his channel any order to learn data science

    • @Alpa-kb8kp
      @Alpa-kb8kp 11 місяців тому +5

      Can you please guide me also that which udemy courses you took and for which topics. And which UA-cam videos did you watched, I am a beginner in this field.
      It would be a really great help to me and i will always be thankful to you.

    • @vivekmalam6389
      @vivekmalam6389 11 місяців тому +1

      ​@@abc-ym4zsact as a search engine crawler. Explore every link on Perfect Roadmap To Learn Data Science In 2024. Start with Python basics, progress to Statistics, EDA, Feature Engineering, Feature Selection, MySQL, MongoDB, and ML fundamentals. Assess your progress to guide the next steps. Roadmap tailored to your knowledge.

  • @TheMohak7
    @TheMohak7 8 місяців тому

    No timeline has been given, havig a rough idea about timeline would help

  • @sghosh5904
    @sghosh5904 11 місяців тому

    Krish, my gratitude for your tons of effort.. it's a very altruistic effort. It gives an actual implementable roadmap to add data science experience in cv. As a business process consultant to leverage data science. Atleast the first 3 modules, python, feature engg (EDA) and feature selection.. will provide needed confidence. Do we leverage chatgptbto write code or first try to write on own.. what's Ur advise?