From dd6f308af7263b4fe0a394ac8daaf0cf0cef3fac Mon Sep 17 00:00:00 2001
From: suryacharan945 <suryacharan945@gmail.com>
Date: Sat, 28 Feb 2026 21:19:33 +0530
Subject: [PATCH 1/5] Add requirements.txt, improve README setup instructions,
 and remove .DS_Store

---
 .DS_Store        | Bin 6148 -> 0 bytes
 README.md        |  12 ++++++++++++
 requirements.txt |   9 +++++++++
 3 files changed, 21 insertions(+)
 delete mode 100644 .DS_Store
 create mode 100644 requirements.txt

diff --git a/.DS_Store b/.DS_Store
deleted file mode 100644
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GIT binary patch
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diff --git a/README.md b/README.md
index 5ef221e..59e3632 100644
--- a/README.md
+++ b/README.md
@@ -25,3 +25,15 @@ There are seven main challenges:
 Please find more details and example Jupyter notebooks inside each challenge folder. 
 
 Solutions are due on Monday, July 31st at 18:00 CET. Winners will receive certificates and prizes.
+
+🔧 Setup Instructions
+1️⃣ Clone the repository
+git clone https://github.com/ML4SCI/DeepLearnHackathon.git
+cd DeepLearnHackathon
+2️⃣ Create virtual environment (recommended)
+python -m venv venv
+source venv/bin/activate   # On Windows use: venv\Scripts\activate
+3️⃣ Install dependencies
+pip install -r requirements.txt
+4️⃣ Launch Jupyter Notebook
+jupyter notebook
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..e32f041
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,9 @@
+numpy
+pandas
+matplotlib
+scikit-learn
+jupyter
+notebook
+scipy
+seaborn
+tqdm
\ No newline at end of file

From f0f422d956c34cb8a53996210205237bb8bed9eb Mon Sep 17 00:00:00 2001
From: suryacharan945 <suryacharan945@gmail.com>
Date: Sat, 28 Feb 2026 21:42:20 +0530
Subject: [PATCH 2/5] Add conda environment.yml and update README

---
 environment.yml | 597 ++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 597 insertions(+)
 create mode 100644 environment.yml

diff --git a/environment.yml b/environment.yml
new file mode 100644
index 0000000..a2936ec
--- /dev/null
+++ b/environment.yml
@@ -0,0 +1,597 @@
+name: base
+channels:
+  - defaults
+dependencies:
+  - _anaconda_depends=2025.12=py313_mkl_0
+  - aext-assistant=4.20.0=py313haa95532_jl4_0
+  - aext-assistant-server=4.20.0=py313haa95532_0
+  - aext-core=4.20.0=py313haa95532_jl4_0
+  - aext-core-server=4.20.0=py313haa95532_0
+  - aext-environments-server=4.20.0=py313haa95532_0
+  - aext-panels=4.20.0=py313haa95532_0
+  - aext-panels-server=4.20.0=py313haa95532_0
+  - aext-project-filebrowser-server=4.20.0=py313haa95532_0
+  - aext-share-notebook=4.20.0=py313haa95532_0
+  - aext-share-notebook-server=4.20.0=py313haa95532_0
+  - aext-shared=4.20.0=py313haa95532_0
+  - aiobotocore=2.25.0=py313haa95532_0
+  - aiodns=3.5.0=py313haa95532_1
+  - aiohappyeyeballs=2.6.1=py313haa95532_0
+  - aiohttp=3.13.2=py313h02ab6af_0
+  - aioitertools=0.12.0=py313haa95532_0
+  - aiosignal=1.4.0=py313haa95532_0
+  - alabaster=0.7.16=py313haa95532_0
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+  - altair=5.5.0=py313haa95532_0
+  - anaconda-anon-usage=0.7.5=pyhb46e38b_100
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+  - anaconda-catalogs=0.2.0=py313haa95532_3
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+  - msgpack-python=1.1.1=py313h5da7b33_0
+  - msmpi=10.1.1=had4844c_0
+  - msys2-conda-epoch=20160418=1
+  - multidict=6.7.0=py313h02ab6af_0
+  - multipledispatch=1.0.0=py313haa95532_0
+  - mypy=1.17.1=py313h02ab6af_1
+  - mypy_extensions=1.0.0=py313haa95532_0
+  - mysql-common=9.3.0=hc394544_4
+  - mysql-libs=9.3.0=h58c8544_4
+  - narwhals=2.7.0=py313haa95532_0
+  - navigator-updater=0.6.0=py313haa95532_0
+  - nb_conda_kernels=2.5.2=py313haa95532_2
+  - nbclient=0.10.2=py313haa95532_0
+  - nbconvert=7.16.6=py313haa95532_0
+  - nbconvert-core=7.16.6=py313haa95532_0
+  - nbconvert-pandoc=7.16.6=py313haa95532_0
+  - nbformat=5.10.4=py313haa95532_0
+  - nest-asyncio=1.6.0=py313haa95532_0
+  - networkx=3.5=py313haa95532_0
+  - nlohmann_json=3.11.2=h6c2663c_0
+  - nltk=3.9.2=py313h63c8d5c_0
+  - notebook=7.4.5=py313haa95532_0
+  - notebook-shim=0.2.4=py313haa95532_0
+  - numba=0.62.1=py313hf6ff4c0_0
+  - numexpr=2.14.1=py313h7660c64_0
+  - numpy=2.3.5=py313h050da96_0
+  - numpy-base=2.3.5=py313h1e017a8_0
+  - numpydoc=1.9.0=py313haa95532_0
+  - openjpeg=2.5.4=h56d5a42_1
+  - openpyxl=3.1.5=py313h827c3e9_1
+  - openssl=3.0.18=h543e019_0
+  - orc=2.2.0=hf43e1a1_0
+  - overrides=7.7.0=py313haa95532_0
+  - packaging=25.0=py313haa95532_1
+  - pandas=2.3.3=py313h42c1672_1
+  - pandoc=3.8=haa95532_0
+  - pandocfilters=1.5.1=py313haa95532_0
+  - panel=1.8.3=py313haa95532_0
+  - param=2.3.0=py313haa95532_0
+  - parsel=1.10.0=py313haa95532_0
+  - parso=0.8.5=py313haa95532_0
+  - partd=1.4.2=py313haa95532_0
+  - pathspec=0.12.1=py313haa95532_1
+  - patsy=1.0.1=py313haa95532_0
+  - pcre2=10.46=h5740b90_0
+  - pexpect=4.9.0=py313haa95532_1
+  - pickleshare=0.7.5=pyhd3eb1b0_1003
+  - pillow=12.0.0=py313h4212202_1
+  - pip=25.3=pyhc872135_0
+  - pixman=0.46.4=h4043f72_0
+  - pkce=1.0.3=py313haa95532_0
+  - pkginfo=1.12.0=py313haa95532_0
+  - platformdirs=4.5.0=py313haa95532_0
+  - plotly=6.3.0=py313h4442805_0
+  - pluggy=1.5.0=py313haa95532_0
+  - prometheus_client=0.21.1=py313haa95532_0
+  - prompt-toolkit=3.0.52=py313haa95532_1
+  - prompt_toolkit=3.0.52=hd3eb1b0_1
+  - propcache=0.3.1=py313h827c3e9_0
+  - protego=0.4.0=py313haa95532_0
+  - protobuf=5.29.3=py313h5da7b33_0
+  - psutil=7.0.0=py313h02ab6af_1
+  - ptyprocess=0.7.0=pyhd3eb1b0_3
+  - pure_eval=0.2.3=py313haa95532_0
+  - py-cpuinfo=9.0.0=py313haa95532_0
+  - py-lief=0.16.4=py313h96dcfd1_1
+  - pyarrow=21.0.0=py313h42c1672_0
+  - pyasn1=0.6.1=py313haa95532_0
+  - pyasn1-modules=0.4.2=py313haa95532_0
+  - pybind11-abi=5=hd3eb1b0_0
+  - pycares=4.10.0=py313he29e43d_0
+  - pycodestyle=2.12.1=py313haa95532_0
+  - pycosat=0.6.6=py313h827c3e9_2
+  - pycparser=2.23=py313haa95532_0
+  - pyct=0.6.0=py313haa95532_0
+  - pycurl=7.45.7=py313hf943856_0
+  - pydantic=2.12.4=py313haa95532_0
+  - pydantic-core=2.41.5=py313h114bc41_1
+  - pydantic-settings=2.12.0=py313haa95532_0
+  - pydispatcher=2.0.7=py313haa95532_0
+  - pydocstyle=6.3.0=py313haa95532_0
+  - pyerfa=2.0.1.5=py313h827c3e9_0
+  - pyflakes=3.2.0=py313haa95532_0
+  - pygithub=2.8.1=py313haa95532_0
+  - pygments=2.19.2=py313haa95532_0
+  - pyjwt=2.10.1=py313haa95532_0
+  - pylint=3.3.8=py313haa95532_0
+  - pylint-venv=3.0.3=py313haa95532_0
+  - pyls-spyder=0.4.0=pyhd3eb1b0_0
+  - pynacl=1.6.0=py313h581ae37_0
+  - pyodbc=5.3.0=py313h885b0b7_0
+  - pyopenssl=25.3.0=py313h2b78340_0
+  - pyparsing=3.2.5=py313haa95532_0
+  - pyqt=5.15.11=py313h816affc_0
+  - pyqt5-sip=12.17.0=py313h02ab6af_0
+  - pyqtwebengine=5.15.11=py313h01f5876_0
+  - pyside6=6.9.2=py313h151a370_0
+  - pysocks=1.7.1=py313haa95532_1
+  - pytables=3.10.2=py313h0217527_2
+  - pytest=8.4.2=py313haa95532_0
+  - python=3.13.9=h260b955_100_cp313
+  - python-dateutil=2.9.0post0=py313haa95532_2
+  - python-dotenv=1.1.0=py313haa95532_0
+  - python-fastjsonschema=2.21.2=py313haa95532_0
+  - python-json-logger=3.2.1=py313haa95532_0
+  - python-libarchive-c=5.1=pyhd3eb1b0_0
+  - python-lmdb=1.7.5=py313h5823743_0
+  - python-lsp-black=2.0.0=py313haa95532_1
+  - python-lsp-jsonrpc=1.1.2=pyhd3eb1b0_0
+  - python-lsp-ruff=2.3.0=py313haa95532_0
+  - python-lsp-server=1.13.1=py313h4442805_0
+  - python-slugify=8.0.4=py313haa95532_0
+  - python-tzdata=2025.2=pyhd3eb1b0_0
+  - python_abi=3.13=2_cp313
+  - pytokens=0.3.0=py313haa95532_0
+  - pytoolconfig=1.2.6=py313haa95532_0
+  - pytz=2025.2=py313haa95532_0
+  - pyuca=1.2=py313haa95532_1
+  - pyviz_comms=3.0.6=py313haa95532_0
+  - pywavelets=1.9.0=py313h02ab6af_0
+  - pywin32=311=py313h885b0b7_0
+  - pywin32-ctypes=0.2.2=py313haa95532_0
+  - pywinpty=2.0.15=py313h72d21ff_0
+  - pyyaml=6.0.3=py313hb9a58be_0
+  - pyzmq=27.1.0=py313h7149c55_1
+  - qdarkstyle=3.2.3=pyhd3eb1b0_0
+  - qstylizer=0.2.2=py313haa95532_0
+  - qt-main=5.15.2=h8b2cd8b_13
+  - qt-webengine=5.15.9=h5bd16bc_7
+  - qtawesome=1.4.0=py313haa95532_0
+  - qtbase=6.9.2=h06bae2a_5
+  - qtconsole=5.7.0=py313haa95532_0
+  - qtdeclarative=6.9.2=h88b4c33_1
+  - qtpy=2.4.3=py313haa95532_0
+  - qtshadertools=6.9.2=heb02b0b_1
+  - qtsvg=6.9.2=h30ace32_1
+  - qttools=6.9.2=h7e7b719_1
+  - qtwebchannel=6.9.2=heb02b0b_1
+  - qtwebengine=6.9.2=hebbe641_0
+  - qtwebsockets=6.9.2=heb02b0b_1
+  - queuelib=1.8.0=py313haa95532_0
+  - re2=2024.07.02=h214f63a_0
+  - readchar=4.2.1=py313haa95532_0
+  - referencing=0.37.0=py313haa95532_0
+  - regex=2025.9.1=py313h02ab6af_0
+  - reproc=14.2.4=hd77b12b_2
+  - reproc-cpp=14.2.4=hd77b12b_2
+  - requests=2.32.5=py313haa95532_1
+  - requests-file=2.1.0=py313haa95532_0
+  - requests-toolbelt=1.0.0=py313haa95532_0
+  - rfc3339-validator=0.1.4=py313haa95532_0
+  - rfc3986-validator=0.1.1=py313haa95532_0
+  - rich=14.2.0=py313haa95532_0
+  - roman-numerals-py=3.1.0=py313haa95532_0
+  - rope=1.14.0=py313haa95532_0
+  - rpds-py=0.28.0=py313h114bc41_0
+  - rtree=1.4.1=py313h873b684_0
+  - ruamel.yaml=0.18.16=py313hb9a58be_0
+  - ruamel.yaml.clib=0.2.14=py313hb9a58be_0
+  - ruamel_yaml=0.17.21=py313h827c3e9_0
+  - ruff=0.12.0=py313h1361809_0
+  - s3fs=2025.10.0=py313haa95532_0
+  - scikit-image=0.25.2=py313hce38976_0
+  - scikit-learn=1.7.2=py313h7f7e138_0
+  - scipy=1.16.3=py313hbd6d557_0
+  - scrapy=2.13.3=py313haa95532_0
+  - seaborn=0.13.2=py313haa95532_3
+  - semver=3.0.4=py313haa95532_0
+  - send2trash=1.8.2=py313haa95532_1
+  - sentry-sdk=2.45.0=py313haa95532_0
+  - service_identity=24.2.0=py313haa95532_0
+  - setuptools=80.9.0=py313haa95532_0
+  - shellingham=1.5.4=py313haa95532_0
+  - simdjson=3.10.1=h214f63a_0
+  - sip=6.12.0=py313h706e071_0
+  - six=1.17.0=py313haa95532_0
+  - smmap=4.0.0=pyhd3eb1b0_0
+  - snappy=1.2.1=hcdb6601_0
+  - sniffio=1.3.0=py313haa95532_0
+  - snowballstemmer=3.0.1=py313haa95532_0
+  - sortedcontainers=2.4.0=pyhd3eb1b0_0
+  - soupsieve=2.5=py313haa95532_0
+  - sphinx=8.2.3=py313h827c3e9_0
+  - sphinxcontrib-applehelp=2.0.0=pyhd3eb1b0_1
+  - sphinxcontrib-devhelp=2.0.0=pyhd3eb1b0_0
+  - sphinxcontrib-htmlhelp=2.1.0=pyhd3eb1b0_0
+  - sphinxcontrib-jsmath=1.0.1=pyhd3eb1b0_0
+  - sphinxcontrib-qthelp=2.0.0=pyhd3eb1b0_1
+  - sphinxcontrib-serializinghtml=2.0.0=pyhd3eb1b0_0
+  - spyder=6.1.0=py313h2ba046a_2
+  - spyder-kernels=3.1.1=py313h4442805_0
+  - sqlalchemy=2.0.43=py313hda9a48d_0
+  - sqlite=3.51.0=hda9a48d_0
+  - stack_data=0.6.3=py313haa95532_0
+  - statsmodels=0.14.5=py313h2cb717b_0
+  - streamlit=1.51.0=py313haa95532_0
+  - superqt=0.7.6=py313hc83c3f3_0
+  - sympy=1.14.0=py313haa95532_0
+  - tabulate=0.9.0=py313haa95532_0
+  - tbb=2022.0.0=h214f63a_0
+  - tbb-devel=2022.0.0=h214f63a_0
+  - tblib=3.1.0=py313haa95532_0
+  - tenacity=9.1.2=py313haa95532_0
+  - terminado=0.18.1=py313haa95532_0
+  - text-unidecode=1.3=pyhd3eb1b0_0
+  - textdistance=4.6.3=py313h4442805_1
+  - threadpoolctl=3.5.0=py313h4442805_0
+  - three-merge=0.1.1=pyhd3eb1b0_0
+  - tifffile=2025.10.4=py313haa95532_0
+  - tinycss2=1.4.0=py313haa95532_0
+  - tk=8.6.15=hf199647_0
+  - tldextract=5.1.2=py313haa95532_0
+  - toml=0.10.2=pyhd3eb1b0_0
+  - tomli=2.2.1=py313haa95532_0
+  - tomlkit=0.13.3=py313haa95532_0
+  - toolz=1.0.0=py313haa95532_0
+  - tornado=6.5.1=py313h827c3e9_0
+  - tqdm=4.67.1=py313h4442805_1
+  - traitlets=5.14.3=py313haa95532_0
+  - truststore=0.10.1=py313haa95532_1
+  - twisted=25.5.0=py313haa95532_0
+  - twisted-iocpsupport=1.0.2=py313h827c3e9_1
+  - typer=0.17.4=py313haa95532_1
+  - typing-extensions=4.15.0=py313haa95532_0
+  - typing-inspection=0.4.2=py313haa95532_0
+  - typing_extensions=4.15.0=py313haa95532_0
+  - tzdata=2025b=h04d1e81_0
+  - uc-micro-py=1.0.3=py313haa95532_0
+  - ucrt=10.0.22621.0=haa95532_0
+  - ujson=5.11.0=py313h885b0b7_0
+  - urllib3=2.5.0=py313haa95532_0
+  - utf8proc=2.6.1=h2bbff1b_1
+  - vc=14.42=haa95532_5
+  - vc14_runtime=14.44.35208=h4927774_10
+  - vs2015_runtime=14.44.35208=ha6b5a95_10
+  - w3lib=2.3.1=py313haa95532_0
+  - watchdog=4.0.2=py313haa95532_0
+  - wcwidth=0.2.13=py313haa95532_0
+  - webencodings=0.5.1=py313haa95532_2
+  - websocket-client=1.8.0=py313haa95532_0
+  - werkzeug=3.1.3=py313haa95532_0
+  - whatthepatch=1.0.7=py313haa95532_0
+  - wheel=0.45.1=py313haa95532_0
+  - widgetsnbextension=4.0.14=py313haa95532_0
+  - win_inet_pton=1.1.0=py313haa95532_1
+  - winloop=0.3.1=py313h913537a_0
+  - winpty=0.4.3=4
+  - wrapt=1.17.0=py313h827c3e9_0
+  - xarray=2025.10.1=py313haa95532_0
+  - xlwings=0.33.15=py313hd0375be_0
+  - xyzservices=2025.4.0=py313haa95532_0
+  - xz=5.6.4=h4754444_1
+  - yaml=0.2.5=he774522_0
+  - yaml-cpp=0.8.0=hd77b12b_1
+  - yapf=0.43.0=py313haa95532_0
+  - yarl=1.22.0=py313h02ab6af_0
+  - zeromq=4.3.5=h6c54ac7_1
+  - zict=3.0.0=py313haa95532_0
+  - zipp=3.23.0=py313haa95532_0
+  - zlib=1.3.1=h02ab6af_0
+  - zlib-ng=2.0.7=h2bbff1b_0
+  - zope=1.0=py313haa95532_1
+  - zope.interface=8.0.1=py313h02ab6af_0
+  - zstandard=0.24.0=py313he335c29_0
+  - zstd=1.5.7=h56299aa_0
+  - pip:
+      - absl-py==2.3.1
+      - astunparse==1.6.3
+      - cmdstanpy==1.3.0
+      - curl-cffi==0.13.0
+      - flatbuffers==25.12.19
+      - fpdf==1.7.2
+      - fqdn==1.5.1
+      - gast==0.7.0
+      - google-pasta==0.2.0
+      - grpcio==1.76.0
+      - holidays==0.88
+      - importlib-resources==6.5.2
+      - isoduration==20.11.0
+      - kaggle==1.8.3
+      - kagglesdk==0.1.14
+      - keras==3.13.0
+      - lark==1.3.1
+      - libclang==18.1.1
+      - ml-dtypes==0.5.4
+      - multitasking==0.0.12
+      - namex==0.1.0
+      - opt-einsum==3.4.0
+      - optree==0.18.0
+      - peewee==3.19.0
+      - prophet==1.2.1
+      - rfc3987-syntax==1.1.0
+      - stanio==0.5.1
+      - tensorboard==2.20.0
+      - tensorboard-data-server==0.7.2
+      - tensorflow==2.20.0
+      - termcolor==3.3.0
+      - types-requests==2.32.4.20260107
+      - types-tqdm==4.67.0.20250809
+      - uri-template==1.3.0
+      - webcolors==25.10.0
+      - websockets==16.0
+      - wordcloud==1.9.5
+      - yfinance==1.0
+prefix: C:\Users\surya\anaconda3

From 4d0216069f7c2cbcc6fbc00cce79828acb3c8514 Mon Sep 17 00:00:00 2001
From: suryacharan945 <suryacharan945@gmail.com>
Date: Sat, 28 Feb 2026 21:47:51 +0530
Subject: [PATCH 3/5] Add conda environment.yml and update README

---
 environment.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/environment.yml b/environment.yml
index a2936ec..48380d8 100644
--- a/environment.yml
+++ b/environment.yml
@@ -1,4 +1,4 @@
-name: base
+name: ml4sci_env
 channels:
   - defaults
 dependencies:

From 2d3ff79fb437a65307aea9ef0438facd9a3d8540 Mon Sep 17 00:00:00 2001
From: suryacharan945 <suryacharan945@gmail.com>
Date: Sat, 28 Feb 2026 22:04:09 +0530
Subject: [PATCH 4/5] Add conda environment.yml and update README

---
 environment.yml | 694 ++++++++----------------------------------------
 1 file changed, 118 insertions(+), 576 deletions(-)

diff --git a/environment.yml b/environment.yml
index 48380d8..d9b2d2b 100644
--- a/environment.yml
+++ b/environment.yml
@@ -2,596 +2,138 @@ name: ml4sci_env
 channels:
   - defaults
 dependencies:
-  - _anaconda_depends=2025.12=py313_mkl_0
-  - aext-assistant=4.20.0=py313haa95532_jl4_0
-  - aext-assistant-server=4.20.0=py313haa95532_0
-  - aext-core=4.20.0=py313haa95532_jl4_0
-  - aext-core-server=4.20.0=py313haa95532_0
-  - aext-environments-server=4.20.0=py313haa95532_0
-  - aext-panels=4.20.0=py313haa95532_0
-  - aext-panels-server=4.20.0=py313haa95532_0
-  - aext-project-filebrowser-server=4.20.0=py313haa95532_0
-  - aext-share-notebook=4.20.0=py313haa95532_0
-  - aext-share-notebook-server=4.20.0=py313haa95532_0
-  - aext-shared=4.20.0=py313haa95532_0
-  - aiobotocore=2.25.0=py313haa95532_0
-  - aiodns=3.5.0=py313haa95532_1
-  - aiohappyeyeballs=2.6.1=py313haa95532_0
-  - aiohttp=3.13.2=py313h02ab6af_0
-  - aioitertools=0.12.0=py313haa95532_0
-  - aiosignal=1.4.0=py313haa95532_0
-  - alabaster=0.7.16=py313haa95532_0
-  - alembic=1.17.2=py313haa95532_0
-  - altair=5.5.0=py313haa95532_0
-  - anaconda-anon-usage=0.7.5=pyhb46e38b_100
-  - anaconda-auth=0.12.0=py313haa95532_0
-  - anaconda-catalogs=0.2.0=py313haa95532_3
-  - anaconda-cli-base=0.7.0=py313haa95532_0
-  - anaconda-client=1.14.0=py313haa95532_0
-  - anaconda-navigator=2.7.0=py313haa95532_1
-  - anaconda-project=0.11.1=py313haa95532_1
-  - anaconda-toolbox=4.20.0=py313haa95532_1
-  - anaconda_powershell_prompt=1.1.0=haa95532_1
-  - anaconda_prompt=1.1.0=haa95532_1
-  - annotated-types=0.6.0=py313haa95532_1
-  - anyio=4.10.0=py313haa95532_0
-  - aom=3.12.1=h00a0c3c_0
-  - appdirs=1.4.4=pyhd3eb1b0_0
-  - archspec=0.2.5=pyhd3eb1b0_0
-  - argon2-cffi=21.3.0=pyhd3eb1b0_0
-  - argon2-cffi-bindings=25.1.0=py313h02ab6af_0
-  - arrow=1.4.0=py313haa95532_0
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-  - pytables=3.10.2=py313h0217527_2
-  - pytest=8.4.2=py313haa95532_0
-  - python=3.13.9=h260b955_100_cp313
-  - python-dateutil=2.9.0post0=py313haa95532_2
-  - python-dotenv=1.1.0=py313haa95532_0
-  - python-fastjsonschema=2.21.2=py313haa95532_0
-  - python-json-logger=3.2.1=py313haa95532_0
-  - python-libarchive-c=5.1=pyhd3eb1b0_0
-  - python-lmdb=1.7.5=py313h5823743_0
-  - python-lsp-black=2.0.0=py313haa95532_1
-  - python-lsp-jsonrpc=1.1.2=pyhd3eb1b0_0
-  - python-lsp-ruff=2.3.0=py313haa95532_0
-  - python-lsp-server=1.13.1=py313h4442805_0
-  - python-slugify=8.0.4=py313haa95532_0
-  - python-tzdata=2025.2=pyhd3eb1b0_0
-  - python_abi=3.13=2_cp313
-  - pytokens=0.3.0=py313haa95532_0
-  - pytoolconfig=1.2.6=py313haa95532_0
-  - pytz=2025.2=py313haa95532_0
-  - pyuca=1.2=py313haa95532_1
-  - pyviz_comms=3.0.6=py313haa95532_0
-  - pywavelets=1.9.0=py313h02ab6af_0
-  - pywin32=311=py313h885b0b7_0
-  - pywin32-ctypes=0.2.2=py313haa95532_0
-  - pywinpty=2.0.15=py313h72d21ff_0
-  - pyyaml=6.0.3=py313hb9a58be_0
-  - pyzmq=27.1.0=py313h7149c55_1
-  - qdarkstyle=3.2.3=pyhd3eb1b0_0
-  - qstylizer=0.2.2=py313haa95532_0
-  - qt-main=5.15.2=h8b2cd8b_13
-  - qt-webengine=5.15.9=h5bd16bc_7
-  - qtawesome=1.4.0=py313haa95532_0
-  - qtbase=6.9.2=h06bae2a_5
-  - qtconsole=5.7.0=py313haa95532_0
-  - qtdeclarative=6.9.2=h88b4c33_1
-  - qtpy=2.4.3=py313haa95532_0
-  - qtshadertools=6.9.2=heb02b0b_1
-  - qtsvg=6.9.2=h30ace32_1
-  - qttools=6.9.2=h7e7b719_1
-  - qtwebchannel=6.9.2=heb02b0b_1
-  - qtwebengine=6.9.2=hebbe641_0
-  - qtwebsockets=6.9.2=heb02b0b_1
-  - queuelib=1.8.0=py313haa95532_0
-  - re2=2024.07.02=h214f63a_0
-  - readchar=4.2.1=py313haa95532_0
-  - referencing=0.37.0=py313haa95532_0
-  - regex=2025.9.1=py313h02ab6af_0
-  - reproc=14.2.4=hd77b12b_2
-  - reproc-cpp=14.2.4=hd77b12b_2
-  - requests=2.32.5=py313haa95532_1
-  - requests-file=2.1.0=py313haa95532_0
-  - requests-toolbelt=1.0.0=py313haa95532_0
-  - rfc3339-validator=0.1.4=py313haa95532_0
-  - rfc3986-validator=0.1.1=py313haa95532_0
-  - rich=14.2.0=py313haa95532_0
-  - roman-numerals-py=3.1.0=py313haa95532_0
-  - rope=1.14.0=py313haa95532_0
-  - rpds-py=0.28.0=py313h114bc41_0
-  - rtree=1.4.1=py313h873b684_0
-  - ruamel.yaml=0.18.16=py313hb9a58be_0
-  - ruamel.yaml.clib=0.2.14=py313hb9a58be_0
-  - ruamel_yaml=0.17.21=py313h827c3e9_0
-  - ruff=0.12.0=py313h1361809_0
-  - s3fs=2025.10.0=py313haa95532_0
-  - scikit-image=0.25.2=py313hce38976_0
-  - scikit-learn=1.7.2=py313h7f7e138_0
-  - scipy=1.16.3=py313hbd6d557_0
-  - scrapy=2.13.3=py313haa95532_0
-  - seaborn=0.13.2=py313haa95532_3
-  - semver=3.0.4=py313haa95532_0
-  - send2trash=1.8.2=py313haa95532_1
-  - sentry-sdk=2.45.0=py313haa95532_0
-  - service_identity=24.2.0=py313haa95532_0
-  - setuptools=80.9.0=py313haa95532_0
-  - shellingham=1.5.4=py313haa95532_0
-  - simdjson=3.10.1=h214f63a_0
-  - sip=6.12.0=py313h706e071_0
-  - six=1.17.0=py313haa95532_0
-  - smmap=4.0.0=pyhd3eb1b0_0
-  - snappy=1.2.1=hcdb6601_0
-  - sniffio=1.3.0=py313haa95532_0
-  - snowballstemmer=3.0.1=py313haa95532_0
-  - sortedcontainers=2.4.0=pyhd3eb1b0_0
-  - soupsieve=2.5=py313haa95532_0
-  - sphinx=8.2.3=py313h827c3e9_0
-  - sphinxcontrib-applehelp=2.0.0=pyhd3eb1b0_1
-  - sphinxcontrib-devhelp=2.0.0=pyhd3eb1b0_0
-  - sphinxcontrib-htmlhelp=2.1.0=pyhd3eb1b0_0
-  - sphinxcontrib-jsmath=1.0.1=pyhd3eb1b0_0
-  - sphinxcontrib-qthelp=2.0.0=pyhd3eb1b0_1
-  - sphinxcontrib-serializinghtml=2.0.0=pyhd3eb1b0_0
-  - spyder=6.1.0=py313h2ba046a_2
-  - spyder-kernels=3.1.1=py313h4442805_0
-  - sqlalchemy=2.0.43=py313hda9a48d_0
-  - sqlite=3.51.0=hda9a48d_0
-  - stack_data=0.6.3=py313haa95532_0
-  - statsmodels=0.14.5=py313h2cb717b_0
-  - streamlit=1.51.0=py313haa95532_0
-  - superqt=0.7.6=py313hc83c3f3_0
-  - sympy=1.14.0=py313haa95532_0
-  - tabulate=0.9.0=py313haa95532_0
-  - tbb=2022.0.0=h214f63a_0
-  - tbb-devel=2022.0.0=h214f63a_0
-  - tblib=3.1.0=py313haa95532_0
-  - tenacity=9.1.2=py313haa95532_0
-  - terminado=0.18.1=py313haa95532_0
-  - text-unidecode=1.3=pyhd3eb1b0_0
-  - textdistance=4.6.3=py313h4442805_1
-  - threadpoolctl=3.5.0=py313h4442805_0
-  - three-merge=0.1.1=pyhd3eb1b0_0
-  - tifffile=2025.10.4=py313haa95532_0
-  - tinycss2=1.4.0=py313haa95532_0
+  - openssl=3.5.5=hbb43b14_0
+  - packaging=25.0=py310haa95532_1
+  - pip=26.0.1=pyhc872135_0
+  - python=3.10.19=h981015d_0
+  - setuptools=80.10.2=py310haa95532_0
+  - sqlite=3.51.1=hda9a48d_0
   - tk=8.6.15=hf199647_0
-  - tldextract=5.1.2=py313haa95532_0
-  - toml=0.10.2=pyhd3eb1b0_0
-  - tomli=2.2.1=py313haa95532_0
-  - tomlkit=0.13.3=py313haa95532_0
-  - toolz=1.0.0=py313haa95532_0
-  - tornado=6.5.1=py313h827c3e9_0
-  - tqdm=4.67.1=py313h4442805_1
-  - traitlets=5.14.3=py313haa95532_0
-  - truststore=0.10.1=py313haa95532_1
-  - twisted=25.5.0=py313haa95532_0
-  - twisted-iocpsupport=1.0.2=py313h827c3e9_1
-  - typer=0.17.4=py313haa95532_1
-  - typing-extensions=4.15.0=py313haa95532_0
-  - typing-inspection=0.4.2=py313haa95532_0
-  - typing_extensions=4.15.0=py313haa95532_0
-  - tzdata=2025b=h04d1e81_0
-  - uc-micro-py=1.0.3=py313haa95532_0
   - ucrt=10.0.22621.0=haa95532_0
-  - ujson=5.11.0=py313h885b0b7_0
-  - urllib3=2.5.0=py313haa95532_0
-  - utf8proc=2.6.1=h2bbff1b_1
-  - vc=14.42=haa95532_5
+  - vc=14.3=h2df5915_10
   - vc14_runtime=14.44.35208=h4927774_10
   - vs2015_runtime=14.44.35208=ha6b5a95_10
-  - w3lib=2.3.1=py313haa95532_0
-  - watchdog=4.0.2=py313haa95532_0
-  - wcwidth=0.2.13=py313haa95532_0
-  - webencodings=0.5.1=py313haa95532_2
-  - websocket-client=1.8.0=py313haa95532_0
-  - werkzeug=3.1.3=py313haa95532_0
-  - whatthepatch=1.0.7=py313haa95532_0
-  - wheel=0.45.1=py313haa95532_0
-  - widgetsnbextension=4.0.14=py313haa95532_0
-  - win_inet_pton=1.1.0=py313haa95532_1
-  - winloop=0.3.1=py313h913537a_0
-  - winpty=0.4.3=4
-  - wrapt=1.17.0=py313h827c3e9_0
-  - xarray=2025.10.1=py313haa95532_0
-  - xlwings=0.33.15=py313hd0375be_0
-  - xyzservices=2025.4.0=py313haa95532_0
+  - wheel=0.46.3=py310haa95532_0
   - xz=5.6.4=h4754444_1
-  - yaml=0.2.5=he774522_0
-  - yaml-cpp=0.8.0=hd77b12b_1
-  - yapf=0.43.0=py313haa95532_0
-  - yarl=1.22.0=py313h02ab6af_0
-  - zeromq=4.3.5=h6c54ac7_1
-  - zict=3.0.0=py313haa95532_0
-  - zipp=3.23.0=py313haa95532_0
   - zlib=1.3.1=h02ab6af_0
-  - zlib-ng=2.0.7=h2bbff1b_0
-  - zope=1.0=py313haa95532_1
-  - zope.interface=8.0.1=py313h02ab6af_0
-  - zstandard=0.24.0=py313he335c29_0
-  - zstd=1.5.7=h56299aa_0
   - pip:
-      - absl-py==2.3.1
-      - astunparse==1.6.3
-      - cmdstanpy==1.3.0
-      - curl-cffi==0.13.0
-      - flatbuffers==25.12.19
-      - fpdf==1.7.2
+      - anyio==4.12.1
+      - argon2-cffi==25.1.0
+      - argon2-cffi-bindings==25.1.0
+      - arrow==1.4.0
+      - asttokens==3.0.1
+      - async-lru==2.2.0
+      - attrs==25.4.0
+      - babel==2.18.0
+      - beautifulsoup4==4.14.3
+      - bleach==6.3.0
+      - certifi==2026.2.25
+      - cffi==2.0.0
+      - charset-normalizer==3.4.4
+      - colorama==0.4.6
+      - comm==0.2.3
+      - contourpy==1.3.2
+      - cycler==0.12.1
+      - debugpy==1.8.20
+      - decorator==5.2.1
+      - defusedxml==0.7.1
+      - exceptiongroup==1.3.1
+      - executing==2.2.1
+      - fastjsonschema==2.21.2
+      - fonttools==4.61.1
       - fqdn==1.5.1
-      - gast==0.7.0
-      - google-pasta==0.2.0
-      - grpcio==1.76.0
-      - holidays==0.88
-      - importlib-resources==6.5.2
+      - h11==0.16.0
+      - httpcore==1.0.9
+      - httpx==0.28.1
+      - idna==3.11
+      - ipykernel==7.2.0
+      - ipython==8.38.0
+      - ipywidgets==8.1.8
       - isoduration==20.11.0
-      - kaggle==1.8.3
-      - kagglesdk==0.1.14
-      - keras==3.13.0
+      - jedi==0.19.2
+      - jinja2==3.1.6
+      - joblib==1.5.3
+      - json5==0.13.0
+      - jsonpointer==3.0.0
+      - jsonschema==4.26.0
+      - jsonschema-specifications==2025.9.1
+      - jupyter==1.1.1
+      - jupyter-client==8.8.0
+      - jupyter-console==6.6.3
+      - jupyter-core==5.9.1
+      - jupyter-events==0.12.0
+      - jupyter-lsp==2.3.0
+      - jupyter-server==2.17.0
+      - jupyter-server-terminals==0.5.4
+      - jupyterlab==4.5.5
+      - jupyterlab-pygments==0.3.0
+      - jupyterlab-server==2.28.0
+      - jupyterlab-widgets==3.0.16
+      - kiwisolver==1.4.9
       - lark==1.3.1
-      - libclang==18.1.1
-      - ml-dtypes==0.5.4
-      - multitasking==0.0.12
-      - namex==0.1.0
-      - opt-einsum==3.4.0
-      - optree==0.18.0
-      - peewee==3.19.0
-      - prophet==1.2.1
+      - markupsafe==3.0.3
+      - matplotlib==3.10.8
+      - matplotlib-inline==0.2.1
+      - mistune==3.2.0
+      - nbclient==0.10.4
+      - nbconvert==7.17.0
+      - nbformat==5.10.4
+      - nest-asyncio==1.6.0
+      - notebook==7.5.4
+      - notebook-shim==0.2.4
+      - numpy==2.2.6
+      - overrides==7.7.0
+      - pandas==2.3.3
+      - pandocfilters==1.5.1
+      - parso==0.8.6
+      - pillow==12.1.1
+      - platformdirs==4.9.2
+      - prometheus-client==0.24.1
+      - prompt-toolkit==3.0.52
+      - psutil==7.2.2
+      - pure-eval==0.2.3
+      - pycparser==3.0
+      - pygments==2.19.2
+      - pyparsing==3.3.2
+      - python-dateutil==2.9.0.post0
+      - python-json-logger==4.0.0
+      - pytz==2025.2
+      - pywinpty==3.0.3
+      - pyyaml==6.0.3
+      - pyzmq==27.1.0
+      - referencing==0.37.0
+      - requests==2.32.5
+      - rfc3339-validator==0.1.4
+      - rfc3986-validator==0.1.1
       - rfc3987-syntax==1.1.0
-      - stanio==0.5.1
-      - tensorboard==2.20.0
-      - tensorboard-data-server==0.7.2
-      - tensorflow==2.20.0
-      - termcolor==3.3.0
-      - types-requests==2.32.4.20260107
-      - types-tqdm==4.67.0.20250809
+      - rpds-py==0.30.0
+      - scikit-learn==1.7.2
+      - scipy==1.15.3
+      - seaborn==0.13.2
+      - send2trash==2.1.0
+      - six==1.17.0
+      - soupsieve==2.8.3
+      - stack-data==0.6.3
+      - terminado==0.18.1
+      - threadpoolctl==3.6.0
+      - tinycss2==1.4.0
+      - tomli==2.4.0
+      - tornado==6.5.4
+      - tqdm==4.67.3
+      - traitlets==5.14.3
+      - typing-extensions==4.15.0
+      - tzdata==2025.3
       - uri-template==1.3.0
+      - urllib3==2.6.3
+      - wcwidth==0.6.0
       - webcolors==25.10.0
-      - websockets==16.0
-      - wordcloud==1.9.5
-      - yfinance==1.0
-prefix: C:\Users\surya\anaconda3
+      - webencodings==0.5.1
+      - websocket-client==1.9.0
+      - widgetsnbextension==4.0.15
+prefix: C:\Users\surya\anaconda3\envs\ml4sci_env

From 513c5760f734cf314596164be2c1107d8d800e3b Mon Sep 17 00:00:00 2001
From: suryacharan945 <suryacharan945@gmail.com>
Date: Sat, 28 Feb 2026 22:05:13 +0530
Subject: [PATCH 5/5] Add conda environment.yml and update README

---
 README.md | 18 +++++++++++++++++-
 1 file changed, 17 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 59e3632..efd4921 100644
--- a/README.md
+++ b/README.md
@@ -36,4 +36,20 @@ source venv/bin/activate   # On Windows use: venv\Scripts\activate
 3️⃣ Install dependencies
 pip install -r requirements.txt
 4️⃣ Launch Jupyter Notebook
-jupyter notebook
\ No newline at end of file
+jupyter notebook
+
+### Using Conda Environment (Recommended)
+
+If you have conda installed, use the environment file:
+
+1. Create environment from file:
+```bash
+conda env create -f environment.yml
+```
+2. Activate it:
+```bash
+conda activate ml4sci_env
+```
+3. Launch Jupyter:
+jupyter notebook
+