diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
new file mode 100644
index 00000000..cafb3230
--- /dev/null
+++ b/.github/workflows/release.yml
@@ -0,0 +1,56 @@
+name: Release-pipeline
+
+on:
+  push:
+    tags:
+      - "v*"
+
+jobs:
+  release:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout Repository
+        uses: actions/checkout@v2
+        with:
+          fetch-depth: 0
+      - name: Fetch Branch
+        id: branch
+        run: |
+          raw=$(git branch -r --contains ${{ github.ref }})
+          branch=${raw##*/}
+          echo "::set-output name=BRANCH_NAME::$branch"
+      - name: Setup Go
+        uses: actions/setup-go@v2
+        with:
+          go-version: '^1.13.7'
+      - name: Install Protoc
+        uses: arduino/setup-protoc@v1
+      - name: Install dependencies
+        if: steps.branch.outputs.BRANCH_NAME == 'main'
+        run: |
+          make deps
+      - name: Build binaries
+        if: steps.branch.outputs.BRANCH_NAME == 'main'
+        run: |
+          make all
+      - name: Create CHECKSUMS
+        if: steps.branch.outputs.BRANCH_NAME == 'main'
+        run: ( cd bin; sha256sum -b fuseml_core* > SHA256SUM.txt )
+      - name: Generate Changelog
+        uses: heinrichreimer/github-changelog-generator-action@v2.1.1
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          pullRequests: "false"
+          onlyLastTag: "true"
+          stripGeneratorNotice: "true"
+          issuesWoLabels: "true"
+          stripHeaders: "true"
+      - name: Release fuseml-core
+        uses: softprops/action-gh-release@v1
+        if: steps.branch.outputs.BRANCH_NAME == 'main'
+        with:
+          files: ./bin/*
+          body_path: ./CHANGELOG.md
+          prerelease: "true"
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
diff --git a/Makefile b/Makefile
index 0b4508b9..bca5c3b5 100644
--- a/Makefile
+++ b/Makefile
@@ -10,17 +10,36 @@ endif
 
 GO_LDFLAGS:=-ldflags '-s -w'
 
-all: fuseml
+all: fuseml_all
 
 # Run tests
 test: generate lint
 	go test ./... -coverprofile cover.out
 
-# Build FuseML binaries
-fuseml: generate lint
+# Generate code, run linter and build FuseML binaries
+fuseml: generate lint build
+
+fuseml_all: generate lint build_all 
+
+build: build_server build_client_local
+
+build_all: build_server build_client-amd64 build_client-windows build_client-darwin-amd64
+
+build_server:
 	go build ${GO_LDFLAGS} -o bin/fuseml_core ./cmd/fuseml_core
+
+build_client_local:
 	go build ${GO_LDFLAGS} -o bin/fuseml_core-cli ./cmd/fuseml_core-cli
 
+build_client-amd64:
+	GOARCH="amd64" GOOS="linux" go build ${GO_LDFLAGS} -o bin/fuseml_core-cli-linux-amd64 ./cmd/fuseml_core-cli
+
+build_client-windows:
+	GOARCH="amd64" GOOS="windows" go build ${GO_LDFLAGS} -o bin/fuseml_core-cli-windows-amd64 ./cmd/fuseml_core-cli
+
+build_client-darwin-amd64:
+	GOARCH="amd64" GOOS="darwin" go build ${GO_LDFLAGS} -o bin/fuseml_core-cli-darwin-amd64 ./cmd/fuseml_core-cli
+
 # Run fuseml_core
 runcore: generate lint
 	go run ./cmd/fuseml_core