diff --git a/Makefile b/Makefile
index 1d1c789..3ca9137 100644
--- a/Makefile
+++ b/Makefile
@@ -2,13 +2,24 @@ PYTEST_ARGS := -W ignore::DeprecationWarning -vv -x --log-level=DEBUG
 
 all: docs test
 
+develop:
+	cd src/python && python setup.py develop
+	julia --project=src/julia -e "using Pkg; Pkg.instantiate()"
+
+install:
+	cd src/python && python setup.py install
+	julia --project=src/julia -e "using Pkg; Pkg.instantiate()"
+
+uninstall:
+	pip uninstall miplearn
+
 docs:
 	mkdocs build
 
 test:
-	pytest $(PYTEST_ARGS)
+	cd src/python && pytest $(PYTEST_ARGS)
 
 test-watch:
-	pytest-watch -- $(PYTEST_ARGS)
+	cd src/python && pytest-watch -- $(PYTEST_ARGS)
 
 .PHONY: test test-watch docs
diff --git a/docs-src/figures/benchmark_knapsack_a.png b/docs-src/figures/benchmark_knapsack_a.png
deleted file mode 120000
index a88935f..0000000
--- a/docs-src/figures/benchmark_knapsack_a.png
+++ /dev/null
@@ -1 +0,0 @@
-../../benchmark/knapsack/ChallengeA/performance.png
\ No newline at end of file
diff --git a/docs-src/figures/benchmark_stab_a.png b/docs-src/figures/benchmark_stab_a.png
deleted file mode 120000
index 073c5ec..0000000
--- a/docs-src/figures/benchmark_stab_a.png
+++ /dev/null
@@ -1 +0,0 @@
-../../benchmark/stab/ChallengeA/performance.png
\ No newline at end of file
diff --git a/docs-src/figures/benchmark_tsp_a.png b/docs-src/figures/benchmark_tsp_a.png
deleted file mode 120000
index 31a74c2..0000000
--- a/docs-src/figures/benchmark_tsp_a.png
+++ /dev/null
@@ -1 +0,0 @@
-../../benchmark/tsp/ChallengeA/performance.png
\ No newline at end of file
diff --git a/mkdocs.yml b/mkdocs.yml
index 87b73cc..b0c84c7 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -18,7 +18,7 @@ markdown_extensions:
 extra_javascript: 
     - https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML
     - js/mathjax.js
-docs_dir: docs-src
+docs_dir: src/docs
 site_dir: docs
 extra_css:
-    - "css/custom.css"
\ No newline at end of file
+    - "css/custom.css"
diff --git a/docs-src/about.md b/src/docs/about.md
similarity index 100%
rename from docs-src/about.md
rename to src/docs/about.md
diff --git a/docs-src/benchmark.md b/src/docs/benchmark.md
similarity index 100%
rename from docs-src/benchmark.md
rename to src/docs/benchmark.md
diff --git a/docs-src/css/custom.css b/src/docs/css/custom.css
similarity index 100%
rename from docs-src/css/custom.css
rename to src/docs/css/custom.css
diff --git a/docs-src/customization.md b/src/docs/customization.md
similarity index 100%
rename from docs-src/customization.md
rename to src/docs/customization.md
diff --git a/src/docs/figures/benchmark_knapsack_a.png b/src/docs/figures/benchmark_knapsack_a.png
new file mode 120000
index 0000000..14cd94d
--- /dev/null
+++ b/src/docs/figures/benchmark_knapsack_a.png
@@ -0,0 +1 @@
+../../../benchmark/knapsack/ChallengeA/performance.png
\ No newline at end of file
diff --git a/src/docs/figures/benchmark_stab_a.png b/src/docs/figures/benchmark_stab_a.png
new file mode 120000
index 0000000..e9ffa62
--- /dev/null
+++ b/src/docs/figures/benchmark_stab_a.png
@@ -0,0 +1 @@
+../../../benchmark/stab/ChallengeA/performance.png
\ No newline at end of file
diff --git a/src/docs/figures/benchmark_tsp_a.png b/src/docs/figures/benchmark_tsp_a.png
new file mode 120000
index 0000000..46952f7
--- /dev/null
+++ b/src/docs/figures/benchmark_tsp_a.png
@@ -0,0 +1 @@
+../../../benchmark/tsp/ChallengeA/performance.png
\ No newline at end of file
diff --git a/docs-src/index.md b/src/docs/index.md
similarity index 100%
rename from docs-src/index.md
rename to src/docs/index.md
diff --git a/docs-src/js/mathjax.js b/src/docs/js/mathjax.js
similarity index 100%
rename from docs-src/js/mathjax.js
rename to src/docs/js/mathjax.js
diff --git a/docs-src/problems.md b/src/docs/problems.md
similarity index 100%
rename from docs-src/problems.md
rename to src/docs/problems.md
diff --git a/docs-src/usage.md b/src/docs/usage.md
similarity index 90%
rename from docs-src/usage.md
rename to src/docs/usage.md
index 08a678a..8ac19ad 100644
--- a/docs-src/usage.md
+++ b/src/docs/usage.md
@@ -3,14 +3,26 @@
 
 ### Installation
 
-The package is currently available for Python and Pyomo. It can be installed as follows:
+MIPLearn is mainly written in Python, with some components written in Julia. For this
+reason, both Python 3.6+ and Julia 1.3+ are required. A mixed-integer solver is also required, and
+its Python bindings must be properly installed. Currently supported solvers include CPLEX and
+Gurobi. To install MIPLearn, run the following commands: 
 
 ```bash
-pip install git+ssh://git@github.com/ANL-CEEESA/MIPLearn.git
+git clone https://github.com/ANL-CEEESA/MIPLearn.git
+cd MIPLearn
+make install
 ```
 
-A Julia + JuMP version of the package is planned.
+After installation, the package `miplearn` should become available to Python. It can be imported
+as follows:
 
+```python
+import miplearn
+```
+
+!!! note
+    To install MIPLearn in another Python environment, switch to that enviroment before running `make install`. To install the package in development mode, run `make develop` instead.
 
 ### Using `LearningSolver`
 
diff --git a/src/julia/Manifest.toml b/src/julia/Manifest.toml
new file mode 100644
index 0000000..5de577b
--- /dev/null
+++ b/src/julia/Manifest.toml
@@ -0,0 +1,119 @@
+# This file is machine-generated - editing it directly is not advised
+
+[[Base64]]
+uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
+
+[[CEnum]]
+git-tree-sha1 = "62847acab40e6855a9b5905ccb99c2b5cf6b3ebb"
+uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
+version = "0.2.0"
+
+[[CPLEXW]]
+deps = ["CEnum", "Libdl"]
+git-tree-sha1 = "ebad297748ee2a12cc13b5fb07f9bbfa8a900494"
+repo-rev = "master"
+repo-url = "git@github.com:iSoron/CPLEXW.git"
+uuid = "cfecb002-79c2-11e9-35be-cb59aa640f85"
+version = "1.0.0"
+
+[[CodeTracking]]
+deps = ["InteractiveUtils", "UUIDs"]
+git-tree-sha1 = "0becdab7e6fbbcb7b88d8de5b72e5bb2f28239f3"
+uuid = "da1fd8a2-8d9e-5ec2-8556-3022fb5608a2"
+version = "0.5.8"
+
+[[Dates]]
+deps = ["Printf"]
+uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
+
+[[Distributed]]
+deps = ["Random", "Serialization", "Sockets"]
+uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
+
+[[FileWatching]]
+uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
+
+[[InteractiveUtils]]
+deps = ["Markdown"]
+uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
+
+[[JuliaInterpreter]]
+deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"]
+git-tree-sha1 = "cf43000752f15c92bef4a080966810de886f3560"
+uuid = "aa1ae85d-cabe-5617-a682-6adf51b2e16a"
+version = "0.7.6"
+
+[[LibGit2]]
+uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
+
+[[Libdl]]
+uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
+
+[[Logging]]
+uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
+
+[[LoweredCodeUtils]]
+deps = ["JuliaInterpreter"]
+git-tree-sha1 = "b416a30717e9109fffd4d9869f2f962b5dca3162"
+uuid = "6f1432cf-f94c-5a45-995e-cdbf5db27b0b"
+version = "0.4.2"
+
+[[Markdown]]
+deps = ["Base64"]
+uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
+
+[[OrderedCollections]]
+deps = ["Random", "Serialization", "Test"]
+git-tree-sha1 = "c4c13474d23c60d20a67b217f1d7f22a40edf8f1"
+uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
+version = "1.1.0"
+
+[[Pkg]]
+deps = ["Dates", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "UUIDs"]
+uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
+
+[[Printf]]
+deps = ["Unicode"]
+uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
+
+[[REPL]]
+deps = ["InteractiveUtils", "Markdown", "Sockets"]
+uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
+
+[[Random]]
+deps = ["Serialization"]
+uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
+
+[[Revise]]
+deps = ["CodeTracking", "Distributed", "FileWatching", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "Pkg", "REPL", "UUIDs", "Unicode"]
+git-tree-sha1 = "2ecbd19f31a934b035bfc38036d5f7ac575d0878"
+uuid = "295af30f-e4ad-537b-8983-00126c2a3abe"
+version = "2.5.0"
+
+[[SHA]]
+uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
+
+[[Serialization]]
+uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
+
+[[Sockets]]
+uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
+
+[[Test]]
+deps = ["Distributed", "InteractiveUtils", "Logging", "Random"]
+uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
+
+[[TinyBnB]]
+deps = ["CPLEXW", "Printf", "Random", "Revise", "Test"]
+git-tree-sha1 = "921ad42ac9dd4d44e42941eb63c59bcb50f30b6f"
+repo-rev = "master"
+repo-url = "git@github.com:iSoron/TinyBnB.jl.git"
+uuid = "1b2a1171-e557-4eeb-a4d6-6c23d7e94fcd"
+version = "1.1.0"
+
+[[UUIDs]]
+deps = ["Random", "SHA"]
+uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
+
+[[Unicode]]
+uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
diff --git a/src/julia/Project.toml b/src/julia/Project.toml
new file mode 100644
index 0000000..dde2a27
--- /dev/null
+++ b/src/julia/Project.toml
@@ -0,0 +1,8 @@
+name = "MIPLearn"
+uuid = "2b1277c3-b477-4c49-a15e-7ba350325c68"
+authors = ["Alinson S Xavier <git@axavier.org>"]
+version = "0.1.0"
+
+[deps]
+CPLEXW = "cfecb002-79c2-11e9-35be-cb59aa640f85"
+TinyBnB = "1b2a1171-e557-4eeb-a4d6-6c23d7e94fcd"
diff --git a/src/julia/src/MIPLearn.jl b/src/julia/src/MIPLearn.jl
new file mode 100644
index 0000000..a6b9698
--- /dev/null
+++ b/src/julia/src/MIPLearn.jl
@@ -0,0 +1,5 @@
+module MIPLearn
+
+greet() = print("Hello World!")
+
+end # module
diff --git a/miplearn/components/branching.jl b/src/julia/src/branching.jl
similarity index 100%
rename from miplearn/components/branching.jl
rename to src/julia/src/branching.jl
diff --git a/src/julia/test/runtests.jl b/src/julia/test/runtests.jl
new file mode 100644
index 0000000..e69de29
diff --git a/miplearn/__init__.py b/src/python/miplearn/__init__.py
similarity index 100%
rename from miplearn/__init__.py
rename to src/python/miplearn/__init__.py
diff --git a/miplearn/benchmark.py b/src/python/miplearn/benchmark.py
similarity index 100%
rename from miplearn/benchmark.py
rename to src/python/miplearn/benchmark.py
diff --git a/miplearn/components/__init__.py b/src/python/miplearn/components/__init__.py
similarity index 100%
rename from miplearn/components/__init__.py
rename to src/python/miplearn/components/__init__.py
diff --git a/miplearn/components/branching.py b/src/python/miplearn/components/branching.py
similarity index 96%
rename from miplearn/components/branching.py
rename to src/python/miplearn/components/branching.py
index 8d29396..e02f6e1 100644
--- a/miplearn/components/branching.py
+++ b/src/python/miplearn/components/branching.py
@@ -57,9 +57,11 @@ class BranchPriorityComponent(Component):
             
             # Run Julia script
             src_dirname = os.path.dirname(os.path.realpath(__file__))
+            julia_dirname = "%s/../../../julia" % src_dirname
             priority_file = tempfile.NamedTemporaryFile(mode="r")
             subprocess.run(["julia",
-                            "%s/branching.jl" % src_dirname,
+                            "--project=%s" % julia_dirname,
+                            "%s/src/branching.jl" % julia_dirname,
                             lp_file.name,
                             priority_file.name,
                             str(self.node_limit),
diff --git a/miplearn/components/component.py b/src/python/miplearn/components/component.py
similarity index 100%
rename from miplearn/components/component.py
rename to src/python/miplearn/components/component.py
diff --git a/miplearn/components/lazy.py b/src/python/miplearn/components/lazy.py
similarity index 100%
rename from miplearn/components/lazy.py
rename to src/python/miplearn/components/lazy.py
diff --git a/miplearn/components/objective.py b/src/python/miplearn/components/objective.py
similarity index 100%
rename from miplearn/components/objective.py
rename to src/python/miplearn/components/objective.py
diff --git a/miplearn/components/primal.py b/src/python/miplearn/components/primal.py
similarity index 100%
rename from miplearn/components/primal.py
rename to src/python/miplearn/components/primal.py
diff --git a/miplearn/components/tests/__init__.py b/src/python/miplearn/components/tests/__init__.py
similarity index 100%
rename from miplearn/components/tests/__init__.py
rename to src/python/miplearn/components/tests/__init__.py
diff --git a/miplearn/components/tests/test_branching.py b/src/python/miplearn/components/tests/test_branching.py
similarity index 100%
rename from miplearn/components/tests/test_branching.py
rename to src/python/miplearn/components/tests/test_branching.py
diff --git a/miplearn/components/tests/test_objective.py b/src/python/miplearn/components/tests/test_objective.py
similarity index 100%
rename from miplearn/components/tests/test_objective.py
rename to src/python/miplearn/components/tests/test_objective.py
diff --git a/miplearn/components/tests/test_primal.py b/src/python/miplearn/components/tests/test_primal.py
similarity index 100%
rename from miplearn/components/tests/test_primal.py
rename to src/python/miplearn/components/tests/test_primal.py
diff --git a/miplearn/extractors.py b/src/python/miplearn/extractors.py
similarity index 100%
rename from miplearn/extractors.py
rename to src/python/miplearn/extractors.py
diff --git a/miplearn/instance.py b/src/python/miplearn/instance.py
similarity index 100%
rename from miplearn/instance.py
rename to src/python/miplearn/instance.py
diff --git a/miplearn/problems/__init__.py b/src/python/miplearn/problems/__init__.py
similarity index 100%
rename from miplearn/problems/__init__.py
rename to src/python/miplearn/problems/__init__.py
diff --git a/miplearn/problems/knapsack.py b/src/python/miplearn/problems/knapsack.py
similarity index 100%
rename from miplearn/problems/knapsack.py
rename to src/python/miplearn/problems/knapsack.py
diff --git a/miplearn/problems/stab.py b/src/python/miplearn/problems/stab.py
similarity index 100%
rename from miplearn/problems/stab.py
rename to src/python/miplearn/problems/stab.py
diff --git a/miplearn/problems/tests/__init__.py b/src/python/miplearn/problems/tests/__init__.py
similarity index 100%
rename from miplearn/problems/tests/__init__.py
rename to src/python/miplearn/problems/tests/__init__.py
diff --git a/miplearn/problems/tests/test_knapsack.py b/src/python/miplearn/problems/tests/test_knapsack.py
similarity index 100%
rename from miplearn/problems/tests/test_knapsack.py
rename to src/python/miplearn/problems/tests/test_knapsack.py
diff --git a/miplearn/problems/tests/test_stab.py b/src/python/miplearn/problems/tests/test_stab.py
similarity index 100%
rename from miplearn/problems/tests/test_stab.py
rename to src/python/miplearn/problems/tests/test_stab.py
diff --git a/miplearn/problems/tests/test_tsp.py b/src/python/miplearn/problems/tests/test_tsp.py
similarity index 100%
rename from miplearn/problems/tests/test_tsp.py
rename to src/python/miplearn/problems/tests/test_tsp.py
diff --git a/miplearn/problems/tsp.py b/src/python/miplearn/problems/tsp.py
similarity index 100%
rename from miplearn/problems/tsp.py
rename to src/python/miplearn/problems/tsp.py
diff --git a/miplearn/solvers.py b/src/python/miplearn/solvers.py
similarity index 100%
rename from miplearn/solvers.py
rename to src/python/miplearn/solvers.py
diff --git a/miplearn/tests/__init__.py b/src/python/miplearn/tests/__init__.py
similarity index 100%
rename from miplearn/tests/__init__.py
rename to src/python/miplearn/tests/__init__.py
diff --git a/miplearn/tests/test_benchmark.py b/src/python/miplearn/tests/test_benchmark.py
similarity index 100%
rename from miplearn/tests/test_benchmark.py
rename to src/python/miplearn/tests/test_benchmark.py
diff --git a/miplearn/tests/test_extractors.py b/src/python/miplearn/tests/test_extractors.py
similarity index 100%
rename from miplearn/tests/test_extractors.py
rename to src/python/miplearn/tests/test_extractors.py
diff --git a/miplearn/tests/test_solver.py b/src/python/miplearn/tests/test_solver.py
similarity index 100%
rename from miplearn/tests/test_solver.py
rename to src/python/miplearn/tests/test_solver.py
diff --git a/requirements.txt b/src/python/requirements.txt
similarity index 100%
rename from requirements.txt
rename to src/python/requirements.txt
diff --git a/setup.py b/src/python/setup.py
similarity index 100%
rename from setup.py
rename to src/python/setup.py